commit 9217c72cf9d6c9700ca078bb4ba3d8ead0cdbc1e
Author: Joel Therrien <joel@joeltherrien.ca>
Date:   Fri May 31 15:13:24 2019 -0700

    Initial commit for pre-release development version

diff --git a/.Rbuildignore b/.Rbuildignore
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--- /dev/null
+++ b/.Rbuildignore
@@ -0,0 +1,2 @@
+^.*\.Rproj$
+^\.Rproj\.user$
diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..861651b
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,3 @@
+*.Rproj
+.Rproj.user
+copyJar
diff --git a/DESCRIPTION b/DESCRIPTION
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--- /dev/null
+++ b/DESCRIPTION
@@ -0,0 +1,19 @@
+Package: largeRCRF
+Type: Package
+Title: Large Random Competing Risk Forests, Java Implementation Run in R
+Version: 0.0.0.9036
+Authors@R: person("Joel", "Therrien", email = "joel@joeltherrien.ca", role = c("aut", "cre"))
+Description: This package is used for training competing risk random forests on larger scale datasets. 
+    It currently only supports training models, running predictions, plotting those predictions (they are curves),
+    and some simple error analysis using concordance measures.
+License: GPL-3
+Encoding: UTF-8
+LazyData: true
+Imports:
+    rJava (>= 0.9-9)
+Suggests:
+    parallel,
+    testthat
+Depends: R (>= 3.4.2)
+SystemRequirements: Java JDK 1.8 or higher
+RoxygenNote: 6.1.1
diff --git a/NAMESPACE b/NAMESPACE
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index 0000000..0892a93
--- /dev/null
+++ b/NAMESPACE
@@ -0,0 +1,39 @@
+# Generated by roxygen2: do not edit by hand
+
+S3method(extractCHF,CompetingRiskFunctions)
+S3method(extractCHF,CompetingRiskFunctions.List)
+S3method(extractCIF,CompetingRiskFunctions)
+S3method(extractCIF,CompetingRiskFunctions.List)
+S3method(extractMortalities,CompetingRiskFunctions)
+S3method(extractMortalities,CompetingRiskFunctions.List)
+S3method(extractSurvivorCurve,CompetingRiskFunctions)
+S3method(extractSurvivorCurve,CompetingRiskFunctions.List)
+S3method(plot,JMatrixPlottable)
+S3method(predict,JRandomForest)
+S3method(print,CompetingRiskFunctions)
+S3method(print,CompetingRiskFunctions.List)
+S3method(print,JRandomForest)
+S3method(print,ResponseCombiner)
+S3method(print,SplitFinder)
+S3method(train,default)
+S3method(train,formula)
+export(CR_FunctionCombiner)
+export(CR_Response)
+export(CR_ResponseCombiner)
+export(GrayLogRankSplitFinder)
+export(LogRankSplitFinder)
+export(MeanResponseCombiner)
+export(Numeric)
+export(WeightedVarianceSplitFinder)
+export(convertRListToJava)
+export(extractCHF)
+export(extractCIF)
+export(extractMortalities)
+export(extractSurvivorCurve)
+export(load_covariate_list_from_settings)
+export(load_forest)
+export(load_forest_args_provided)
+export(naiveConcordance)
+export(save_forest)
+export(train)
+import(rJava)
diff --git a/R/CR_Response.R b/R/CR_Response.R
new file mode 100644
index 0000000..e4be1a5
--- /dev/null
+++ b/R/CR_Response.R
@@ -0,0 +1,106 @@
+
+#' Competing Risk Response
+#'
+#' Takes vectors of event time and event type and turns it into the internal
+#' objects used throughout the package. The result of this function shouldn't be
+#' used directly, but should instead by provided as the \code{y} parameter in
+#' \code{\link{train}}.
+#'
+#' @param delta A vector of integers detailing the event that occurred. A value
+#'   of 0 denotes that censoring occurred first and that time was recorded.
+#' @param u A vector of numerics detailing the recorded event times (possibly
+#'   censored).
+#' @param C If the censoring times are known for all observations, they can be
+#'   included which allows for \code{\link{GrayLogRankSplitFinder}} to be used.
+#'   Default is \code{NULL}.
+#'
+#' @details To be clear, if T1,...TJ are the J different competing risks, and C
+#'   is the censoring time, then \code{u[i] = min(T1[i], ...TJ[i], C[i])}; and
+#'   \code{delta[i]} denotes which time was the minimum, with a value of 0 if
+#'   C[i] was the smallest.
+#' @export
+#' @examples
+#' T1 <- rexp(10)
+#' T2 <- rweibull(10, 2, 2)
+#' C <- rexp(10)
+#'
+#' u <- pmin(T1, T2, C)
+#' delta <- ifelse(u == T1, 1, ifelse(u == T2, 2, 0))
+#'
+#' responses <- CR_Response(delta, u)
+#' # Then use responses in train
+CR_Response <- function(delta, u, C = NULL){
+  if(is.null(C)){
+    return(Java_CompetingRiskResponses(delta, u))
+  } else{
+    return(Java_CompetingRiskResponsesWithCensorTimes(delta, u, C))
+  }
+}
+
+
+# Internal function
+Java_CompetingRiskResponses <- function(delta, u){
+  
+  if(length(delta) != length(u)){
+    stop("delta and u must be of the same length")
+  }
+  
+  if(anyNA(delta) | is.null(delta)){
+    stop("delta must be specified")
+  }
+  
+  if(anyNA(u) | is.null(u)){
+    stop("u must be specified")
+  }
+  
+  delta <- as.integer(delta)
+  u <- as.double(u)
+  
+  delta.java <- .jarray(delta, contents.class="I")
+  u.java <- .jarray(u, contents.class="D")
+  
+  responses.java.list <- .jcall(.class_RUtils, makeResponse(.class_List),
+                                "importCompetingRiskResponses", delta.java, u.java)
+  
+  responses <- list(javaObject=responses.java.list, eventIndicator=delta, eventTime=u)
+  class(responses) <- "CompetingRiskResponses"
+  
+  return(responses)
+}
+
+# Internal function
+Java_CompetingRiskResponsesWithCensorTimes <- function(delta, u, C){
+  
+  if(length(delta) != length(u) | length(u) != length(C)){
+    stop("delta, u, and C must be of the same length")
+  }
+  
+  if(anyNA(delta) | is.null(delta)){
+    stop("delta must be specified")
+  }
+  
+  if(anyNA(u) | is.null(u)){
+    stop("u must be specified")
+  }
+  
+  if(anyNA(C) | is.null(C)){
+    stop("C must be specified")
+  }
+  
+  delta <- as.integer(delta)
+  u <- as.double(u)
+  C <- as.double(C)
+  
+  delta.java <- .jarray(delta, contents.class="I")
+  u.java <- .jarray(u, contents.class="D")
+  C.java <- .jarray(C, contents.class="D")
+  
+  responses.java.list <- .jcall(.class_RUtils, makeResponse(.class_List),
+                                "importCompetingRiskResponsesWithCensorTimes", delta.java, u.java, C.java)
+  
+  responses <- list(javaObject=responses.java.list, eventIndicator=delta, eventTime=u, censorTime=C)
+  class(responses) <- "CompetingRiskResponsesWithCensorTimes"
+  
+  return(responses)
+}
+
diff --git a/R/Numeric.R b/R/Numeric.R
new file mode 100644
index 0000000..6eadf01
--- /dev/null
+++ b/R/Numeric.R
@@ -0,0 +1,25 @@
+
+#' Numeric
+#'
+#' An internal function that converts an R vector of numerics or integers into an R list containing java.lang.Double objects. This method does not need to be used directly by the user, as \code{\link{train}} will automatically handle numeric responses if you're working in the regression settings.
+#' @param y The R vector of numbers
+#' @export
+#' @return An R list containing rJava Doubles.
+#' @keywords internal
+#' @examples
+#' x <- Numeric(1:5)
+#' class(x[[1]])
+Numeric <- function(y){
+  y <- as.double(y)
+  
+  javaList <- .jcall(.class_RUtils, 
+                     makeResponse(.class_List), 
+                     "importNumericResponse", 
+                     y)
+
+  responses <- list(javaObject=javaList, y=y)
+
+  class(responses) <- "JNumeric"
+
+  return(responses)
+}
diff --git a/R/cr_components.R b/R/cr_components.R
new file mode 100644
index 0000000..19c70c8
--- /dev/null
+++ b/R/cr_components.R
@@ -0,0 +1,202 @@
+
+#' Competing Risk Function Combiner
+#'
+#' Creates a CompetingRiskFunctionCombiner rJava object, which is used
+#' internally for constructing a forest. The forest uses it when creating
+#' predictions to average the cumulative incidence curves, cause-specific
+#' cumulative hazard functions, and Kaplan-Meier curves generated by each tree
+#' into individual functions.
+#'
+#' The user only needs to pass this object into \code{\link{train}} as the
+#' \code{forestResponseCombiner} parameter.
+#'
+#' @return A response combiner object to be used in \code{\link{train}}; not
+#'   useful on its own. However, internally, a response combiner object is a
+#'   list consisting of the following objects: \describe{
+#'   \item{\code{javaObject}}{The java object used in the algorithm}
+#'   \item{\code{call}}{The call (used in \code{print})}
+#'   \item{\code{outputClass}}{The R class of the outputs; used in
+#'   \code{\link{predict.JRandomForest}}} \item{\code{convertToRFunction}}{An R
+#'   function that converts a Java prediction from the combiner into R output
+#'   that is readable by a user.} }
+#'
+#' @param events A vector of integers specifying which competing risk events's
+#'   functions should be processed. This should correspond to all of the
+#'   competing risk events that can occur, from 1 to the largest number.
+#' @param times An optional numeric vector that forces the output functions to
+#'   only update at these time points. Pre-specifying the values can result in
+#'   faster performance when predicting, however if the times are not exhaustive
+#'   then the resulting curves will not update at that point (they'll be flat).
+#'   If left blank, the package will default to using all of the time points.
+#' @export
+#' @examples
+#' T1 <- rexp(1000)
+#' T2 <- rweibull(1000, 1, 2)
+#' C <- rexp(1000)
+#'
+#' u <- round(pmin(T1, T2, C))
+#' # ...
+#'
+#' forestCombiner <- CR_FunctionCombiner(1:2) # there are two possible events
+#' # or, since we know that u is always an integer
+#' forestCombiner <- CR_FunctionCombiner(1:2, 0:max(u))
+CR_FunctionCombiner <- function(events, times = NULL){
+  # need to first change events into array of int
+  eventArray <- .jarray(events, "I")
+
+  if(is.null(times)){
+    timeArray <- .jnull(class="[D")
+  }
+  else{
+    timeArray <- .jarray(as.numeric(times), "D")
+  }
+
+  javaObject <- .jnew(.class_CompetingRiskFunctionCombiner, eventArray, timeArray)
+  javaObject <- .jcast(javaObject, .class_ResponseCombiner)
+
+  combiner <- list(javaObject=javaObject,
+                   call=match.call(),
+                   events=events,
+                   outputClass="CompetingRiskFunctions",
+                   convertToRFunction=convertCompetingRiskFunctions)
+  class(combiner) <- "ResponseCombiner"
+
+  return(combiner)
+}
+
+#' Competing Risk Response Combiner
+#'
+#' Creates a CompetingRiskResponseCombiner rJava object, which is used
+#' internally for constructing a forest. It is used when each tree in the forest
+#' is constructed, as it combines response level information (u & delta) into
+#' functions such as cumulative incidence curves, cause-specific cumulative
+#' hazard functions, and an overall Kaplan-Meier curve. This combination is done
+#' for each terminal node for each tree.
+#'
+#' The user only needs to pass this object into \code{\link{train}} as the
+#' \code{nodeResponseCombiner} parameter.
+#'
+#' @return A response combiner object to be used in \code{\link{train}}; not
+#'   useful on its own. However, internally, a response combiner object is a
+#'   list consisting of the following objects: \describe{
+#'   \item{\code{javaObject}}{The java object used in the algorithm}
+#'   \item{\code{call}}{The call (used in \code{print})}
+#'   \item{\code{outputClass}}{The R class of the outputs; used in
+#'   \code{\link{predict.JRandomForest}}} \item{\code{convertToRFunction}}{An R
+#'   function that converts a Java prediction from the combiner into R output
+#'   that is readable by a user.} }
+#'
+#' @param events A vector of integers specifying which competing risk events's
+#'   functions should be processed. This should correspond to all of the
+#'   competing risk events that can occur, from 1 to the largest number.
+#' @export
+#' @examples
+#' T1 <- rexp(1000)
+#' T2 <- rweibull(1000, 1, 2)
+#' C <- rexp(1000)
+#'
+#' u <- round(pmin(T1, T2, C))
+#' # ...
+#'
+#' forestCombiner <- CR_ResponseCombiner(1:2) # there are two possible events
+CR_ResponseCombiner <- function(events){
+  # need to first change events into array of int
+  eventArray <- .jarray(events, "I")
+
+
+  javaObject <- .jnew(.class_CompetingRiskResponseCombiner, eventArray)
+  javaObject <- .jcast(javaObject, .class_ResponseCombiner)
+
+  combiner <- list(javaObject=javaObject,
+                   call=match.call(),
+                   outputClass="CompetingRiskFunctions",
+                   convertToRFunction=convertCompetingRiskFunctions
+                   )
+  class(combiner) <- "ResponseCombiner"
+
+  return(combiner)
+}
+
+
+#' Competing Risk Split Finders
+#'
+#' Creates a SplitFinder rJava Java object, which is then used internally when
+#' training a competing risk random forest. The split finder is responsible for
+#' finding the best split according to the logic of the split finder.
+#'
+#' These split finders require that the response be \code{\link{CR_Response}}.
+#'
+#' The user only needs to pass this object into \code{\link{train}} as the
+#' \code{splitFinder} parameter.
+#'
+#' @return An internal rJava Java object used in \code{\link{train}}.
+#' @note The Gray log-rank split finder \strong{requires} that the response
+#'   include the censoring time.
+#' @param events A vector of integers specifying which competing risk events
+#'   should be focused on when determining differences. Currently, equal weights
+#'   will be assigned to all included groups.
+#' @param eventsOfFocus The split finder will only maximize differences
+#'   between the two groups with respect to these specified events. Default is
+#'   \code{NULL}, which will cause the split finder to focus on all events
+#'   included in \code{events}.
+#' @details Roughly speaking, the Gray log-rank split finder looks at
+#'   differences between the cumulative incidence functions of the two groups,
+#'   while the plain log-rank split finder look at differences between the
+#'   cause-specific hazard functions. See the references for a more detailed
+#'   discussion.
+#' @references Kogalur, U., Ishwaran, H. Random Forests for Survival,
+#'   Regression, and Classification: A Parallel Package for a General
+#'   Implemention of Breiman's Random Forests: Theory and Specifications. URL
+#'   https://kogalur.github.io/randomForestSRC/theory.html#section8.2
+#'
+#'   Ishwaran, H., et. al. (2014) Random survival forests for competing risks,
+#'   Biostatistics (2014), 15, 4, pp. 757–773
+#'
+#' @name CompetingRiskSplitFinders
+NULL
+
+#' @rdname CompetingRiskSplitFinders
+#' @export
+#' @examples splitFinder <- GrayLogRankSplitFinder(1:2)
+GrayLogRankSplitFinder <- function(events, eventsOfFocus = NULL){
+  return(java.LogRankSplitFinder(events, eventsOfFocus, .class_GrayLogRankSplitFinder, match.call()))
+}
+
+#' @rdname CompetingRiskSplitFinders
+#' @export
+#' @examples splitFinder <- LogRankSplitFinder(1:2)
+LogRankSplitFinder <- function(events, eventsOfFocus = NULL){
+  return(java.LogRankSplitFinder(events, eventsOfFocus, .class_LogRankSplitFinder, match.call()))
+}
+
+# Internal function for creating a competing risk split finder
+java.LogRankSplitFinder <- function(events, eventsOfFocus, java.class, call = match.call()){
+  events <- sort(events)
+  
+  if(is.null(eventsOfFocus)){
+    eventsOfFocus <- events
+  }
+  
+  # Check the events
+  if(any(diff(events) != 1) | min(events) != 1){
+    stop("The events provided for creating a log rank split finder do not run from 1 to the maximum")
+  }
+  
+  if(any(!(eventsOfFocus %in% events))){
+    stop("There's an event of focus for the log rank split finder that's not included in the events vector")
+  }
+  
+  events <- .jarray(as.integer(events))
+  eventsOfFocus <- .jarray(as.integer(eventsOfFocus))
+  
+  javaObject <- .jnew(java.class, eventsOfFocus, events)
+  javaObject <- .jcast(javaObject, .class_SplitFinder)
+  
+  splitFinder <- list(javaObject=javaObject, call=call)
+  class(splitFinder) <- "SplitFinder"
+  
+  return(splitFinder)
+}
+
+
+
diff --git a/R/cr_naiveConcordance.R b/R/cr_naiveConcordance.R
new file mode 100644
index 0000000..356e4f6
--- /dev/null
+++ b/R/cr_naiveConcordance.R
@@ -0,0 +1,52 @@
+
+#' Naive Concordance
+#'
+#' Used to calculate a concordance index error. The user needs to supply a list
+#' of mortalities, with each item in the list being a vector for the specific
+#' events. To calculate mortalities a user should look to
+#' \code{\link{extractMortalities}}.
+#'
+#' @return A vector of 1 minus the concordance scores, with each element
+#'   corresponding to one of the events. To be clear, the lower the score the
+#'   more accurate the model was.
+#'
+#' @param responses A list of responses corresponding to the provided
+#'   mortalities; use \code{\link{CR_Response}}.
+#' @param predictedMortalities A list of mortality vectors; each element of the
+#'   list should correspond to one of the events in the order of event 1 to J,
+#'   and should be a vector of the same length as responses.
+#' @export
+naiveConcordance <- function(responses, predictedMortalities){
+  if(is.null(responses)){
+    stop("responses cannot be null")
+  }
+  
+  if(is.null(predictedMortalities)){
+    stop("predictedMortalities cannot be null")
+  }
+  if(!is.list(predictedMortalities)){
+    stop("predictedMortalities must be a list")
+  }
+  
+  responseList = responses$javaObject
+  responseLength = .jcall(responseList, "I", "size")
+  
+  events = as.integer(1:length(predictedMortalities))
+  
+  concordances = numeric(length(predictedMortalities))
+
+  for(event in events){
+    if(length(predictedMortalities[[event]]) != responseLength){
+      stop("Every mortality vector in predictedMortalities must be the same length as responses")
+    }
+    
+    # Need to turn predictedMortalities into an array of doubles
+    mortality = .jarray(predictedMortalities[[event]], "D")
+
+    concordances[event] = 1 - .jcall(.class_CompetingRiskUtils, "D", "calculateConcordance", responseList, mortality, event)
+
+  }
+
+  return(concordances)
+
+}
diff --git a/R/cr_predictions.R b/R/cr_predictions.R
new file mode 100644
index 0000000..ee0b7e8
--- /dev/null
+++ b/R/cr_predictions.R
@@ -0,0 +1,142 @@
+
+
+convertCompetingRiskFunctionsSlow <- function(javaObject, forest){
+  events <- forest$params$forestResponseCombiner$events
+  lst <- list(javaObject = javaObject, events = events)
+  
+  rightContinuousStepFunctionResponseClass <- makeResponse(.class_RightContinuousStepFunction)
+  
+  kaplanMeier <- .jcall(javaObject, rightContinuousStepFunctionResponseClass, "getSurvivalCurve")
+  
+  lst$time.interest <- .jcall(.class_RUtils, "[D", "extractTimes", kaplanMeier)
+  lst$survivorCurve <- .jcall(.class_RUtils, "[D", "extractY", kaplanMeier)
+  
+  lst$cif <- matrix(nrow=length(lst$time.interest), ncol=length(events))
+  lst$chf <- matrix(nrow=length(lst$time.interest), ncol=length(events))
+  
+  for(i in events){
+    cif <- .jcall(javaObject, rightContinuousStepFunctionResponseClass, "getCumulativeIncidenceFunction", as.integer(i))
+    lst$cif[,i] <- .jcall(.class_RUtils, "[D", "extractY", cif)
+    
+    chf <- .jcall(javaObject, rightContinuousStepFunctionResponseClass, "getCauseSpecificHazardFunction", as.integer(i))
+    lst$chf[,i] <- .jcall(.class_RUtils, "[D", "extractY", chf)
+  }
+  
+  class(lst) <- "CompetingRiskFunctions"
+  return(lst)
+}
+
+convertCompetingRiskFunctions <- compiler::cmpfun(convertCompetingRiskFunctionsSlow)
+
+
+#' Competing Risk Predictions
+#'
+#' @param x The predictions output from a competing risk random forest.
+#' @param event The event who's CIF/CHF/Mortality you are interested in.
+#' @param time The time to evaluate the mortality for (relevant only for
+#'   \code{extractMortalities}).
+#'
+#' @name CompetingRiskPredictions
+NULL
+
+#' @rdname CompetingRiskPredictions
+#' @export
+#' @description
+#' \code{extractCIF} extracts the cumulative incidence function for a prediction.
+extractCIF <- function (x, event) {
+  UseMethod("extractCIF", x)
+}
+
+#' @export
+extractCIF.CompetingRiskFunctions <- function(prediction, event){
+  fun <- stepfun(prediction$time.interest, c(0, prediction$cif[,event]))
+  
+  class(fun) <- "function"
+  attr(fun, "call") <- sys.call()
+  return(fun)
+}
+
+#' @export
+extractCIF.CompetingRiskFunctions.List <- function(predictions, event){
+  return(lapply(predictions, extractCIF.CompetingRiskFunctions, event))
+}
+
+#' @rdname CompetingRiskPredictions
+#' @export
+#' @description
+#' \code{extractCHF} extracts the cause-specific cumulative hazard function for a prediction.
+extractCHF <- function (x, event) {
+  UseMethod("extractCHF", x)
+}
+
+#' @export
+extractCHF.CompetingRiskFunctions <- function(prediction, event){
+  fun <- stepfun(prediction$time.interest, c(0, prediction$chf[,event]))
+  
+  class(fun) <- "function"
+  attr(fun, "call") <- sys.call()
+  return(fun)
+}
+
+#' @export
+extractCHF.CompetingRiskFunctions.List <- function(predictions, event){
+  return(lapply(predictions, extractCHF.CompetingRiskFunctions, event))
+}
+
+
+#' @rdname CompetingRiskPredictions
+#' @export
+#' @description \code{extractSurvivorCurve} extracts the Kaplan-Meier estimator
+#' of the overall survivor curve for a prediction.
+extractSurvivorCurve <- function (x) {
+  UseMethod("extractSurvivorCurve", x)
+}
+
+#' @export
+extractSurvivorCurve.CompetingRiskFunctions <- function(prediction){
+  fun <- stepfun(prediction$time.interest, c(1, prediction$survivorCurve))
+  
+  class(fun) <- "function"
+  attr(fun, "call") <- sys.call()
+  return(fun)
+}
+
+#' @export
+extractSurvivorCurve.CompetingRiskFunctions.List <- function(predictions){
+  return(lapply(predictions, extractSurvivorCurve.CompetingRiskFunctions))
+}
+
+#' @rdname CompetingRiskPredictions
+#' @export
+#' @description \code{extractMortalities} extracts the cause-specific
+#' mortalities for a function, which here is the CIF integrated from 0 to
+#' \code{time}.
+extractMortalities <- function(x, event, time){
+  UseMethod("extractMortalities", x)
+}
+
+#' @export
+extractMortalities.CompetingRiskFunctions <- function(prediction, event, time){
+  if(is.null(event) | anyNA(event)){
+    stop("event must be specified")
+  }
+  
+  if(is.null(time) | anyNA(time)){
+    stop("time must be specified")
+  }
+  
+  return(.jcall(prediction$javaObject, "D", "calculateEventSpecificMortality", as.integer(event), time))
+}
+
+#' @export
+extractMortalities.CompetingRiskFunctions.List <- function(predictions, event, time){
+  if(is.null(event) | anyNA(event)){
+    stop("event must be specified")
+  }
+  
+  if(is.null(time) | anyNA(time)){
+    stop("time must be specified")
+  }
+  
+  return(as.numeric(lapply(predictions, extractMortalities.CompetingRiskFunctions, event, time)))
+}
\ No newline at end of file
diff --git a/R/create_java_covariates.R b/R/create_java_covariates.R
new file mode 100644
index 0000000..a096d98
--- /dev/null
+++ b/R/create_java_covariates.R
@@ -0,0 +1,57 @@
+# These functions are not exported, so I won't create their documentation either.
+# I.e. it's not a mistake that the documentation below lacks the " ' " on each line.
+
+# Covariates
+#
+# Creates a covariate for use in the Java code. These functions don't need to
+# be directly run by a user, as loadData and train will detect, create and use
+# such covariate objects.
+#
+# @name covariates
+#
+# @param name The name of the covariate, that later values will be placed
+#   under.
+# @return An internal rJava object for later internal use.
+# @keywords internal
+# @examples
+# # This is unnecessary for a user to do
+#
+# # Create a covariate
+# booleanCovariate <- Java_BooleanCovariate("x1")
+# factorCovariate <- Java_FactorCovariate("x2", c("cat", "dog", "mouse"))
+# numericCovariate <- Java_NumericCovariate("x3")
+#
+# # Call the approriate Java method
+# # The Java createValue method always takes in a String
+# value1 <- .jcall(booleanCovariate, "Lca/joeltherrien/randomforest/covariates/Covariate$Value;", "createValue", "true")
+# value2 <- .jcall(factorCovariate, "Lca/joeltherrien/randomforest/covariates/Covariate$Value;", "createValue", "dog")
+# value3 <- .jcall(numericCovariate, "Lca/joeltherrien/randomforest/covariates/Covariate$Value;", "createValue", "3.14")
+NULL
+
+# @rdname covariates
+Java_BooleanCovariate <- function(name, index){
+    covariate <- .jnew(.class_BooleanCovariate, name, as.integer(index))
+    covariate <- .jcast(covariate, .class_Object) # needed for later adding it into Java Lists
+
+    return(covariate)
+}
+
+# @rdname covariates
+# @param levels The levels of the factor as a character vector
+Java_FactorCovariate <- function(name, index, levels){
+    levelsArray <- .jarray(levels, makeResponse(.class_String))
+    levelsList <- .jcall("java/util/Arrays", "Ljava/util/List;", "asList", .jcast(levelsArray, "[Ljava/lang/Object;"))
+
+    covariate <- .jnew(.class_FactorCovariate, name, as.integer(index), levelsList)
+    covariate <- .jcast(covariate, .class_Object) # needed for later adding it into Java Lists
+
+    return(covariate)
+}
+
+# @rdname covariates
+Java_NumericCovariate <- function(name, index){
+    covariate <- .jnew(.class_NumericCovariate, name, as.integer(index))
+    covariate <- .jcast(covariate, .class_Object) # needed for later adding it into Java Lists
+
+    return(covariate)
+}
diff --git a/R/defaults.R b/R/defaults.R
new file mode 100644
index 0000000..94e8e68
--- /dev/null
+++ b/R/defaults.R
@@ -0,0 +1,52 @@
+splitFinderDefault <- function(responses){
+  if(class(responses) == "CompetingRiskResponses"){
+    # get all of the events
+    deltas <- unique(sort(responses$eventIndicator))
+    deltas <- deltas[!(deltas %in% as.integer(0))]
+
+    return(LogRankSplitFinder(deltas))
+  } else if(class(responses) == "CompetingRiskResponsesWithCensorTimes"){
+    # get all of the events
+    deltas <- sort(unique(responses$eventIndicator))
+    deltas <- deltas[!(deltas %in% as.integer(0))]
+
+    return(GrayLogRankSplitFinder(deltas))
+  }
+  else if(class(responses) == "numeric" | class(responses) == "integer" | class(responses) == "JNumeric"){
+    return(WeightedVarianceSplitFinder())
+  }
+  else{
+    stop("Unable to determine an appropriate split finder for this response; please specify one manually.")
+  }
+}
+
+
+nodeResponseCombinerDefault <- function(responses){
+  if(class(responses) == "CompetingRiskResponses" | class(responses) == "CompetingRiskResponsesWithCensorTimes"){
+    # get all of the events
+    deltas <- unique(sort(responses$eventIndicator))
+    deltas <- deltas[!(deltas %in% as.integer(0))]
+
+    return(CR_ResponseCombiner(deltas))
+  } else if(class(responses) == "numeric" | class(responses) == "integer" | class(responses) == "JNumeric"){
+    return(MeanResponseCombiner())
+  }
+  else{
+    stop("Unable to determine an appropriate node response combiner for this response; please specify one manually")
+  }
+}
+
+forestResponseCombinerDefault <- function(responses){
+  if(class(responses) == "CompetingRiskResponses" | class(responses) == "CompetingRiskResponsesWithCensorTimes"){
+    # get all of the events
+    deltas <- unique(sort(responses$eventIndicator))
+    deltas <- deltas[!(deltas %in% as.integer(0))]
+
+    return(CR_FunctionCombiner(deltas))
+  } else if(class(responses) == "numeric" | class(responses) == "integer" | class(responses) == "JNumeric"){
+    return(MeanResponseCombiner())
+  }
+  else{
+    stop("Unable to determine an appropriate forest response combiner for this response; please specify one manually.")
+  }
+}
diff --git a/R/java_classes_directory.R b/R/java_classes_directory.R
new file mode 100644
index 0000000..f382cf7
--- /dev/null
+++ b/R/java_classes_directory.R
@@ -0,0 +1,57 @@
+# This file keeps track of the different Java classes used
+# Whenever refactoring happens in the Java code, this file should be updated and (hopefully) nothing will break.
+
+# General Java objects
+.class_Object <- "java/lang/Object"
+.class_String <- "java/lang/String"
+.class_List <- "java/util/List"
+.class_ArrayList <- "java/util/ArrayList"
+.class_Collection <- "java/util/Collection"
+.class_Serializable <- "java/io/Serializable"
+.class_File <- "java/io/File"
+
+# Utility Classes
+.class_DataUtils <- "ca/joeltherrien/randomforest/utils/DataUtils"
+.class_RUtils <- "ca/joeltherrien/randomforest/utils/RUtils"
+.class_CompetingRiskUtils <- "ca/joeltherrien/randomforest/responses/competingrisk/CompetingRiskUtils"
+.class_Settings <- "ca/joeltherrien/randomforest/Settings"
+
+# Misc. Classes
+.class_RightContinuousStepFunction <- "ca/joeltherrien/randomforest/utils/RightContinuousStepFunction"
+
+ # TreeTrainer & its Builder
+.class_TreeTrainer <- "ca/joeltherrien/randomforest/tree/TreeTrainer"
+.class_TreeTrainer_Builder <- "ca/joeltherrien/randomforest/tree/TreeTrainer$TreeTrainerBuilder"
+
+# ForestTrainer & its Builder
+.class_ForestTrainer <- "ca/joeltherrien/randomforest/tree/ForestTrainer"
+.class_ForestTrainer_Builder <- "ca/joeltherrien/randomforest/tree/ForestTrainer$ForestTrainerBuilder"
+
+
+# Covariate classes
+.class_Covariate <- "ca/joeltherrien/randomforest/covariates/Covariate"
+.class_BooleanCovariate <- "ca/joeltherrien/randomforest/covariates/bool/BooleanCovariate"
+.class_FactorCovariate <- "ca/joeltherrien/randomforest/covariates/factor/FactorCovariate"
+.class_NumericCovariate <- "ca/joeltherrien/randomforest/covariates/numeric/NumericCovariate"
+
+# Forest class
+.class_Forest <- "ca/joeltherrien/randomforest/tree/Forest"
+
+# ResponseCombiner classes
+.class_ResponseCombiner <- "ca/joeltherrien/randomforest/tree/ResponseCombiner"
+.class_CompetingRiskResponseCombiner <- "ca/joeltherrien/randomforest/responses/competingrisk/combiner/CompetingRiskResponseCombiner"
+.class_CompetingRiskFunctionCombiner <- "ca/joeltherrien/randomforest/responses/competingrisk/combiner/CompetingRiskFunctionCombiner"
+.class_MeanResponseCombiner <- "ca/joeltherrien/randomforest/responses/regression/MeanResponseCombiner"
+
+# SplitFinder classes
+.class_SplitFinder <- "ca/joeltherrien/randomforest/tree/SplitFinder"
+.class_GrayLogRankSplitFinder <- "ca/joeltherrien/randomforest/responses/competingrisk/splitfinder/GrayLogRankSplitFinder"
+.class_LogRankSplitFinder <- "ca/joeltherrien/randomforest/responses/competingrisk/splitfinder/LogRankSplitFinder"
+.class_WeightedVarianceSplitFinder <- "ca/joeltherrien/randomforest/responses/regression/WeightedVarianceSplitFinder"
+
+# When a class object is returned, rJava often often wants L prepended and ; appended. 
+# So a list that returns "java/lang/Object" should show "Ljava/lang/Object;"
+# This function does that
+makeResponse <- function(className){
+  return(paste0("L", className, ";"))
+}
\ No newline at end of file
diff --git a/R/loadData.R b/R/loadData.R
new file mode 100644
index 0000000..ded0e6e
--- /dev/null
+++ b/R/loadData.R
@@ -0,0 +1,83 @@
+loadData <- function(data, xVarNames, responses){
+
+  if(class(responses) == "integer" | class(responses) == "numeric"){
+    responses <- Numeric(responses)
+  }
+
+  covariateList.java <- getCovariateList(data, xVarNames)
+  
+  textColumns <- list()
+  for(j in 1:length(xVarNames)){
+    textColumns[[j]] <- .jarray(as.character(data[,xVarNames[j]]), "S")
+  }
+  textData <- convertRListToJava(textColumns)
+  
+  rowList <- .jcall(.class_RUtils, makeResponse(.class_List), "importDataWithResponses",
+                    responses$javaObject, covariateList.java, textData)
+
+  return(list(covariateList=covariateList.java, dataset=rowList))
+
+}
+
+getCovariateList <- function(data, xvarNames){
+  covariateList <- .jcast(.jnew(.class_ArrayList, length(xvarNames)), .class_List)
+
+  for(i in 1:length(xvarNames)){
+    xName = xvarNames[i]
+
+    column <- data[,xName]
+
+    if(class(column) == "numeric" | class(column) == "integer"){
+      covariate <- Java_NumericCovariate(xName, i-1)
+    }
+    else if(class(column) == "logical"){
+      covariate <- Java_BooleanCovariate(xName, i-1)
+    }
+    else if(class(column) == "factor"){
+      lvls <- levels(column)
+      covariate <- Java_FactorCovariate(xName, i-1, lvls)
+    }
+    else{
+      stop("Unknown column type")
+    }
+
+    .jcall(covariateList, "Z", "add", covariate)
+
+  }
+
+  return(covariateList)
+
+}
+
+loadPredictionData <- function(newData, covariateList.java){
+  
+  xVarNames <- character(.jcall(covariateList.java, "I", "size"))
+  for(j in 1:length(xVarNames)){
+    covariate.java <- .jcast(
+      .jcall(covariateList.java, makeResponse(.class_Object), "get", as.integer(j-1)),
+      .class_Covariate
+    )
+    
+    xVarNames[j] <- .jcall(covariate.java, makeResponse(.class_String), "getName")
+  }
+  
+  if(any(!(xVarNames %in% names(newData)))){
+    varsMissing = xVarNames[!(xVarNames %in% names(newData))]
+    
+    error <- paste0("The following covariates are not present in newdata: ", paste(varsMissing, collapse = ", "))
+    stop(error)
+  }
+
+  textColumns <- list()
+  for(j in 1:length(xVarNames)){
+    textColumns[[j]] <- .jarray(as.character(newData[,xVarNames[j]]), "S")
+  }
+  textData <- convertRListToJava(textColumns)
+  
+  rowList <- .jcall(.class_RUtils, makeResponse(.class_List), 
+                    "importData", covariateList.java, textData)
+  
+
+  return(rowList)
+}
+
diff --git a/R/load_forest.R b/R/load_forest.R
new file mode 100644
index 0000000..22aa554
--- /dev/null
+++ b/R/load_forest.R
@@ -0,0 +1,75 @@
+
+
+#' Load Random Forest
+#'
+#' Loads a random forest that was saved using \code{\link{save_forest}}.
+#'
+#' @param forest The directory created that saved the previous forest.
+#' @return A JForest object; see \code{\link{train}} for details.
+#' @export
+#' @seealso \code{\link{train}}, \code{\link{save_forest}}
+#' @examples
+#' # Regression Example
+#' x1 <- rnorm(1000)
+#' x2 <- rnorm(1000)
+#' y <- 1 + x1 + x2 + rnorm(1000)
+#'
+#' data <- data.frame(x1, x2, y)
+#' forest <- train(y ~ x1 + x2, data,
+#'  ntree=100, numberOfSplits = 5, mtry = 1, nodeSize = 5)
+#'
+#' save_forest(forest, "trees")
+#' new_forest <- load_forest("trees")
+load_forest <- function(directory){
+  
+  # First load the response combiners and the split finders
+  nodeResponseCombiner.java <- .jcall(.class_DataUtils, makeResponse(.class_Object), "loadObject", paste0(directory, "/nodeResponseCombiner.jData"))
+  nodeResponseCombiner.java <- .jcast(nodeResponseCombiner.java, .class_ResponseCombiner)
+  
+  splitFinder.java <- .jcall(.class_DataUtils, makeResponse(.class_Object), "loadObject", paste0(directory, "/splitFinder.jData"))
+  splitFinder.java <- .jcast(splitFinder.java, .class_SplitFinder)
+  
+  forestResponseCombiner.java <- .jcall(.class_DataUtils, makeResponse(.class_Object), "loadObject", paste0(directory, "/forestResponseCombiner.jData"))
+  forestResponseCombiner.java <- .jcast(forestResponseCombiner.java, .class_ResponseCombiner)
+  
+  covariateList <- .jcall(.class_DataUtils, makeResponse(.class_Object), "loadObject", paste0(directory, "/covariateList.jData"))
+  covariateList <- .jcast(covariateList, .class_List)
+  
+  params <- readRDS(paste0(directory, "/parameters.rData"))
+  call <- readRDS(paste0(directory, "/call.rData"))
+  
+  params$nodeResponseCombiner$javaObject <- nodeResponseCombiner.java
+  params$splitFinder$javaObject <- splitFinder.java
+  params$forestResponseCombiner$javaObject <- forestResponseCombiner.java
+  
+  forest <- load_forest_args_provided(directory, params$nodeResponseCombiner, params$splitFinder, params$forestResponseCombiner, covariateList, call,
+                                      params$ntree, params$numberOfSplits, params$mtry, params$nodeSize, params$maxNodeDepth, params$splitPureNodes)
+  
+  return(forest)
+  
+}
+
+#' @export
+load_forest_args_provided <- function(treeDirectory, nodeResponseCombiner, splitFinder, forestResponseCombiner, 
+                                 covariateList.java, call, ntree, numberOfSplits, mtry, nodeSize, maxNodeDepth = 100000, splitPureNodes=TRUE){
+  
+  params <- list(
+    splitFinder=splitFinder,
+    nodeResponseCombiner=nodeResponseCombiner,
+    forestResponseCombiner=forestResponseCombiner,
+    ntree=ntree,
+    numberOfSplits=numberOfSplits,
+    mtry=mtry,
+    nodeSize=nodeSize,
+    splitPureNodes=splitPureNodes,
+    maxNodeDepth = maxNodeDepth
+  )
+  
+  forest.java <- .jcall(.class_DataUtils, makeResponse(.class_Forest), "loadForest", treeDirectory, forestResponseCombiner$javaObject)
+  
+  forestObject <- list(call=call, javaObject=forest.java, covariateList=covariateList.java, params=params)
+  class(forestObject) <- "JRandomForest"
+  
+  return(forestObject)
+  
+}
\ No newline at end of file
diff --git a/R/misc.R b/R/misc.R
new file mode 100644
index 0000000..2f931ed
--- /dev/null
+++ b/R/misc.R
@@ -0,0 +1,101 @@
+#' convertRListToJava
+#'
+#' An internal function that converts an R list of rJava objects into a
+#' java.util.List rJava object containing those objects. It's used internally,
+#' and is only available because it's used in some examples that demonstrate what
+#' other objects do.
+#' @param lst The R list containing rJava objects
+#' @export
+#' @return An rJava List object to be used internally.
+#' @keywords internal
+#' @examples
+#' x <- Numeric(1:5)
+#' class(x)
+#' x <- convertRListToJava(x)
+#' class(x)
+convertRListToJava <- function(lst){
+  javaList <- .jnew(.class_ArrayList, as.integer(length(lst)))
+  javaList <- .jcast(javaList, .class_List)
+
+  for (item in lst){
+    if (class(item) != "jobjRef" & class(item) != "jarrayRef"){
+      stop("All items in the list must be rJava Java objects")
+    }
+
+    .jcall(javaList, "Z", "add", .jcast(item, .class_Object))
+  }
+
+  return(javaList)
+}
+
+#' @export
+print.SplitFinder = function(splitFinder) print(splitFinder$call)
+
+#' @export
+print.ResponseCombiner = function(combiner) print(combiner$call)
+
+#' @export
+print.JRandomForest <- function(forest){
+  cat("Call:\n")
+  print(forest$call)
+  cat("\nParameters:\n")
+  cat("\tSplit Finder: "); print(forest$params$splitFinder$call)
+  cat("\tTerminal Node Response Combiner: "); print(forest$params$nodeResponseCombiner$call)
+  cat("\tForest Response Combiner: "); print(forest$params$forestResponseCombiner$call)
+  cat("\t# of trees: "); cat(forest$params$ntree); cat("\n")
+  cat("\t# of Splits: "); cat(forest$params$numberOfSplits); cat("\n")
+  cat("\t# of Covariates to try: "); cat(forest$params$mtry); cat("\n")
+  cat("\tNode Size: "); cat(forest$params$nodeSize); cat("\n")
+  cat("\tMax Node Depth: "); cat(forest$params$maxNodeDepth); cat("\n")
+
+  cat("Try using me with predict() or one of the relevant commands to determine error\n")
+}
+
+#' @export
+print.CompetingRiskFunctions.List <- function(lst){
+  cat("Number of predictions: ")
+  cat(length(lst))
+
+  cat("\n\nSee the help page ?CompetingRiskPredictions for a list of relevant functions on how to use this object.\n")
+}
+
+#' @export
+print.CompetingRiskFunctions <- function(functions){
+  mx <- ncol(functions$cif)
+  cat(mx); cat(" CIFs available\n")
+  cat(mx); cat(" CHFs available\n")
+  cat("An overall survival curve available\n")
+  cat("\nSee the help page ?CompetingRiskPredictions for a list of relevant functions on how to use this object.\n")
+
+}
+
+#' @export
+plot.JMatrixPlottable <- function(mat, add=FALSE, type="s", xlab="Time", ylab=NULL, col="black", ...){
+  if(!add){
+    if(is.null(ylab)){
+      matType <- attr(mat, "type")
+      event <- attr(mat, "event")
+
+      if(matType == "cif"){
+        ylab <- paste0("CIF-", event, "(t)")
+      }
+      else if(matType == "chf"){
+        ylab <- paste0("CHF(t)-", event, "(t)")
+      }
+      else if(matType == "kaplanMeier"){
+        ylab <- "S-hat(t)"
+      }
+      else{
+        ylab <- "Y"
+        warning("Unknown type attribute in plottable object")
+      }
+
+    }
+
+    plot(mat[,2] ~ mat[,1], col=col, type=type, xlab=xlab, ylab=ylab, ...)
+  }
+  else{
+    points(mat[,2] ~ mat[,1], col=col, type=type, xlab=xlab, ylab=ylab, ...)
+  }
+
+}
diff --git a/R/predict.R b/R/predict.R
new file mode 100644
index 0000000..bf54099
--- /dev/null
+++ b/R/predict.R
@@ -0,0 +1,96 @@
+
+
+#' Predict
+#'
+#' Predict on the random forest.
+#'
+#' @param forest A forest that was previously \code{\link{train}}ed
+#' @param newData The new data containing all of the previous predictor
+#'   covariates. Note that even if predictions are being made on the training
+#'   set, the dataset must be specified. \code{largeRCRF} doesn't keep track of
+#'   the dataset after the forest is trained.
+#' @param parallel A logical indicating whether multiple cores should be
+#'   utilized when making the predictions. Available as an option because it's
+#'   been observed by this author that using Java's \code{parallelStream} can be
+#'   unstable on some systems. Default value is \code{TRUE}.
+#' @param out.of.bag A logical indicating whether predictions should be based on
+#'   'out of bag' trees; set only to \code{TRUE} if you're running predictions
+#'   on data that was used in the training. Default value is \code{FALSE}.
+#' @return A list of responses corresponding with each row of \code{newData} if
+#'   it's a non-regression random forest; otherwise it returns a numeric vector.
+#' @export
+#' @examples
+#' # Regression Example
+#' x1 <- rnorm(1000)
+#' x2 <- rnorm(1000)
+#' y <- 1 + x1 + x2 + rnorm(1000)
+#'
+#' data <- data.frame(x1, x2, y)
+#' forest <- train(y ~ x1 + x2, data, WeightedVarianceSplitFinder(), MeanResponseCombiner(), MeanResponseCombiner(), ntree=100, numberOfSplits = 5, mtry = 1, nodeSize = 5)
+#'
+#' # Fix x2 to be 0
+#' newData <- data.frame(x1 = seq(from=-2, to=2, by=0.5), x2 = 0)
+#' ypred <- predict(forest, newData)
+#'
+#' plot(ypred ~ newData$x1, type="l")
+#'
+#' # Competing Risk Example
+#' x1 <- abs(rnorm(1000))
+#' x2 <- abs(rnorm(1000))
+#'
+#' T1 <- rexp(1000, rate=x1)
+#' T2 <- rweibull(1000, shape=x1, scale=x2)
+#' C <- rexp(1000)
+#' u <- pmin(T1, T2, C)
+#' delta <- ifelse(u==T1, 1, ifelse(u==T2, 2, 0))
+#'
+#' data <- data.frame(x1, x2)
+#'
+#' forest <- train(CR_Response(delta, u) ~ x1 + x2, data,
+#' LogRankSplitFinder(1:2), CompetingRiskResponseCombiner(1:2), CompetingRiskFunctionCombiner(1:2), ntree=100, numberOfSplits=5, mtry=1, nodeSize=10)
+#' newData <- data.frame(x1 = c(-1, 0, 1), x2 = 0)
+#' ypred <- predict(forest, newData)
+predict.JRandomForest <- function(forest, newData=NULL, parallel=TRUE, out.of.bag=FALSE){
+  if(is.null(newData)){
+    stop("newData must be specified, even if predictions are on the training set") 
+  }
+  
+  forestObject <- forest$javaObject
+  covariateList <- forest$covariateList
+  predictionClass <- forest$params$forestResponseCombiner$outputClass
+  convertToRFunction <- forest$params$forestResponseCombiner$convertToRFunction
+
+  predictionDataList <- loadPredictionData(newData, covariateList)
+  
+  if(parallel){
+    function.to.use <- "evaluate"
+  }
+  else{
+    function.to.use <- "evaluateSerial"
+  }
+  
+  if(out.of.bag){
+    function.to.use <- paste0(function.to.use, "OOB")
+  }
+  
+  predictionsJava <- .jcall(forestObject, makeResponse(.class_List), function.to.use, predictionDataList)
+
+  if(predictionClass == "numeric"){
+    predictions <- vector(length=nrow(newData), mode="numeric")
+  }
+  else{
+    predictions <- list()
+  }
+
+
+  for(i in 1:nrow(newData)){
+    prediction <- .jcall(predictionsJava, makeResponse(.class_Object), "get", as.integer(i-1))
+    prediction <- convertToRFunction(prediction, forest)
+
+    predictions[[i]] <- prediction
+  }
+
+  class(predictions) <- paste0(predictionClass, ".List")
+
+  return(predictions)
+}
diff --git a/R/recover_forest.R b/R/recover_forest.R
new file mode 100644
index 0000000..fc6f267
--- /dev/null
+++ b/R/recover_forest.R
@@ -0,0 +1,37 @@
+
+recover_forest_predictable <- function(tree_directory, settingsPath) {
+  
+  settings.java <- load_settings(settingsPath)
+  
+  nodeResponseCombiner.java <- .jcall(settings.java, makeResponse(.class_ResponseCombiner), "getResponseCombiner")
+  splitFinder.java <- .jcall(settings.java, makeResponse(.class_SplitFinder), "getSplitFinder")
+  forestResponseCombiner.java <- .jcall(settings.java, makeResponse(.class_ResponseCombiner), "getTreeCombiner")
+  
+  covariateList <- .jcall(settings.java, makeResponse(.class_List), "getCovariates")
+  
+  params <- readRDS(paste0(directory, "/parameters.rData"))
+  call <- readRDS(paste0(directory, "/call.rData"))
+  
+  params$nodeResponseCombiner$javaObject <- nodeResponseCombiner.java
+  params$splitFinder$javaObject <- splitFinder.java
+  params$forestResponseCombiner$javaObject <- forestResponseCombiner.java
+  
+  forest <- load_forest_args_provided(directory, params$nodeResponseCombiner, params$splitFinder, params$forestResponseCombiner, covariateList, params, call)
+  
+  return(forest)
+  
+}
+
+load_settings <- function(settingsPath) {
+  settingsFile <- .jnew(.class_File, settingsPath)
+  settings.java <- .jcall(.class_Settings, makeResponse(.class_Settings), "load", settingsFile)
+  
+  return(settings.java)
+}
+
+#' @export
+load_covariate_list_from_settings <- function(settingsPath){
+  settings.java = load_settings(settingsPath)
+  covariateList <- .jcall(settings.java, makeResponse(.class_List), "getCovariates")
+  return(covariateList)
+}
\ No newline at end of file
diff --git a/R/regressionComponents.R b/R/regressionComponents.R
new file mode 100644
index 0000000..6d304d6
--- /dev/null
+++ b/R/regressionComponents.R
@@ -0,0 +1,80 @@
+
+#' WeightedVarianceSplitFinder
+#'
+#' This split finder is used in regression random forests. When a split is made,
+#' this finder computes the sample variance in each group (divided by n, not
+#' n-1); it then minimizes the the sum of these variances, each of them weighted
+#' by their sample size divided by the total sample size of that node.
+#'
+#' @note There are other split finders that are used in regression random
+#'   forests that are not included in this package. This package is oriented
+#'   toward the competing risk side of survival analysis; the regression options
+#'   are provided as an example of how extensible the back-end Java package is.
+#'   If you are interested in using this package for regression (or other uses),
+#'   feel free to write your own components. It's really not hard to write these
+#'   components; the WeightedVarianceSplitFinder Java class is quite short; most
+#'   of the code is to reuse calculations from previous considered splits. 
+#' @export
+#' @return A split finder object to be used in \code{\link{train}}; not
+#'   useful on its own.
+#' @examples
+#' splitFinder <- WeightedVarianceSplitFinder()
+#' # You would then use it in train()
+#'
+#' @references https://kogalur.github.io/randomForestSRC/theory.html#section8.3
+WeightedVarianceSplitFinder <- function(){
+  javaObject <- .jnew(.class_WeightedVarianceSplitFinder)
+  javaObject <- .jcast(javaObject, .class_SplitFinder)
+
+  splitFinder <- list(javaObject=javaObject, call=match.call())
+  class(splitFinder) <- "SplitFinder"
+
+  return(splitFinder)
+}
+
+#' MeanResponseCombiner
+#'
+#' This response combiner is used in regression random forests, where the
+#' response in the data is a single number that needs to be averaged in each
+#' terminal node, and then averaged across trees. This response combiner is
+#' appropriate as an argument for both the \code{nodeResponseCombiner} and
+#' \code{forestResponseCombiner} parameters in \code{\link{train}} when doing
+#' regression.
+#' @export
+#' @return A response combiner object to be used in \code{\link{train}}; not
+#'   useful on its own. However, internally, a response combiner object is a
+#'   list consisting of the following objects:
+#'  \describe{
+#'   \item{\code{javaObject}}{The java object used in the algorithm}
+#'   \item{\code{call}}{The call (used in \code{print})}
+#'   \item{\code{outputClass}}{The R class of the outputs; used in \code{\link{predict.JRandomForest}}}
+#'   \item{\code{convertToRFunction}}{An R function that converts a Java prediction from the combiner into R output that is readable by a user.}
+#' }
+#'
+#' @examples
+#' responseCombiner <- MeanResponseCombiner()
+#' # You would then use it in train()
+#'
+#' # However; I'll show an internal Java method to make it clear what it does
+#' # Note that you should never have to do the following
+#' x <- 1:3
+#' x <- convertRListToJava(Numeric(x))
+#'
+#' # will output a Java object containing 2
+#' output <- rJava::.jcall(responseCombiner$javaObject, "Ljava/lang/Double;", "combine", x)
+#' responseCombiner$convertToRFunction(output)
+#'
+MeanResponseCombiner <- function(){
+  javaObject <- .jnew(.class_MeanResponseCombiner)
+  javaObject <- .jcast(javaObject, .class_ResponseCombiner)
+
+  combiner <- list(javaObject=javaObject, call=match.call(), outputClass="numeric")
+  combiner$convertToRFunction <- function(javaObject, ...){
+    return(.jcall(javaObject, "D", "doubleValue"))
+  }
+
+
+  class(combiner) <- "ResponseCombiner"
+
+  return(combiner)
+}
diff --git a/R/save_forest.R b/R/save_forest.R
new file mode 100644
index 0000000..d5c1d3a
--- /dev/null
+++ b/R/save_forest.R
@@ -0,0 +1,94 @@
+
+
+#' Save Random Forests
+#'
+#' Saves a random forest for later use, given that the base R
+#' \code{\link{base::save}} function doesn't work for this package.
+#'
+#' @param forest The forest to save.
+#' @param directory The directory that should be created to save the trees in.
+#'   Note that if the directory already exists, an error will be displayed
+#'   unless \code{overwrite} is set to TRUE.
+#' @param overwrite Should the function overwrite an existing forest; FALSE by
+#'   default.
+
+#' @export
+#' @seealso \code{\link{train}}, \code{\link{load_forest}}
+#' @examples
+#' # Regression Example
+#' x1 <- rnorm(1000)
+#' x2 <- rnorm(1000)
+#' y <- 1 + x1 + x2 + rnorm(1000)
+#'
+#' data <- data.frame(x1, x2, y)
+#' forest <- train(y ~ x1 + x2, data,
+#'  ntree=100, numberOfSplits = 5, mtry = 1, nodeSize = 5)
+#'
+#' save_forest(forest, "trees")
+#' new_forest <- load_forest("trees")
+save_forest <- function(forest, directory, overwrite=FALSE){
+  check_and_create_directory(directory, overwrite)
+  
+  saveTrees(forest, directory)
+  
+  # Next save the response combiners and the split finders
+  saveForestComponents(directory, 
+                       covariateList=forest$covariateList,
+                       params=forest$params,
+                       forestCall=forest$call)
+  
+}
+
+saveTrees <- function(forest, directory){
+  # This function assumes that directory is free for us to write in. 
+  
+  forest.java <- forest$javaObject
+  
+  # First save the trees
+  tree.collection.java <- .jcall(forest.java, makeResponse(.class_List), "getTrees")
+  numberOfTrees <- forest$params$ntree
+  width = round(log10(numberOfTrees))+1
+  treeNames <- paste0(directory, "/tree-", formatC(1:numberOfTrees, width=width, format="d", flag="0"), ".tree")
+  for(i in 1:numberOfTrees){
+    treeName <-treeNames[i]
+    tree.java <- .jcall(tree.collection.java, makeResponse(.class_Object), "get", as.integer(i-1))
+    tree.java <- .jcast(tree.java, .class_Serializable)
+    .jcall(.class_DataUtils, "V", "saveObject", tree.java, treeName)
+  }
+  
+}
+
+saveForestComponents <- function(directory, covariateList, params, forestCall){
+  
+  nodeResponseCombiner <- params$nodeResponseCombiner
+  nodeResponseCombiner.java <- .jcast(nodeResponseCombiner$javaObject, .class_Serializable)
+  .jcall(.class_DataUtils, "V", "saveObject", nodeResponseCombiner.java, paste0(directory, "/nodeResponseCombiner.jData"))
+  nodeResponseCombiner$javaObject <- NULL
+  
+  splitFinder <- params$splitFinder
+  splitFinder.java <- .jcast(splitFinder$javaObject, .class_Serializable)
+  .jcall(.class_DataUtils, "V", "saveObject", splitFinder.java, paste0(directory, "/splitFinder.jData"))
+  splitFinder$javaObject <- NULL
+  
+  forestResponseCombiner <- params$forestResponseCombiner
+  forestResponseCombiner.java <- .jcast(forestResponseCombiner$javaObject, .class_Serializable)
+  .jcall(.class_DataUtils, "V", "saveObject", forestResponseCombiner.java, paste0(directory, "/forestResponseCombiner.jData"))
+  forestResponseCombiner$javaObject <- NULL
+  
+  covariateList <- .jcast(covariateList, .class_Serializable)
+  .jcall(.class_DataUtils, "V", "saveObject", covariateList, paste0(directory, "/covariateList.jData"))
+  
+  saveRDS(object=params, file=paste0(directory, "/parameters.rData"))
+  saveRDS(object=forestCall, file=paste0(directory, "/call.rData"))
+}
+
+check_and_create_directory <- function(directory, overwrite){
+  if(file.exists(directory) & !overwrite){
+    stop(paste(directory, "already exists; will not modify it. Please remove/rename it or set overwrite=TRUE"))
+  }
+  else if(file.exists(directory) & overwrite){
+    unlink(directory)
+  }
+  
+  dir.create(directory)
+}
\ No newline at end of file
diff --git a/R/train.R b/R/train.R
new file mode 100644
index 0000000..a70752a
--- /dev/null
+++ b/R/train.R
@@ -0,0 +1,417 @@
+
+getCores <- function(){
+  cores <- NA
+  if (requireNamespace("parallel", quietly = TRUE)){
+    cores <- parallel::detectCores()
+  }
+
+  if (is.na(cores)){
+    message("Unable to detect how many cores are available; defaulting to only using one. Feel free to override this by pre-specifying the cores argument.")
+    cores <- 1
+  }
+
+  return(cores)
+}
+
+#' Train Random Forests
+#'
+#' Trains the random forest. The type of response the random forest can be
+#' trained on varies depending on the \code{splitFinder},
+#' \code{nodeResponseCombiner}, and the \code{forestResponseCombiner}
+#' parameters. Make sure these are compatible with each other, and with the
+#' response you plug in. \code{splitFinder} should work on the responses you are
+#' providing; \code{nodeResponseCombiner} should combine these responses into
+#' some intermediate product, and \code{forestResponseCombiner} combines these
+#' intermediate products into the final output product.
+#'
+#' @param responses An R list of the responses. See \code{\link{CR_Response}}
+#'   for an example function.
+#' @param covariateData A data.frame containing only the columns of the
+#'   covariates you wish to use in your training (unless you're using the
+#'   \code{formula} version of \code{train}, in which case it should contain the
+#'   response as well).
+#' @param splitFinder A split finder that's used to score splits in the random
+#'   forest training algorithm. See \code{\link{Competing Risk Split Finders}}
+#'   or \code{\link{WeightedVarianceSplitFinder}}. If you don't specify one,
+#'   this function tries to pick one based on the response. For
+#'   \code{\link{CR_Response}} wihtout censor times, it will pick a
+#'   \code{\link{LogRankSplitFinder}}; while if censor times were provided it
+#'   will pick \code{\link{GrayLogRankSplitFinder}}; for integer or numeric
+#'   responses it picks a \code{\link{WeightedVarianceSplitFinder}}.
+#' @param nodeResponseCombiner A response combiner that's used to combine
+#'   responses for each terminal node in a tree (regression example; average the
+#'   observations in each tree into a single number). See
+#'   \code{\link{CompetingRiskResponseCombiner}} or
+#'   \code{\link{MeanResponseCombiner}}. If you don't specify one, this function
+#'   tries to pick one based on the response. For \code{\link{CR_Response}} it
+#'   picks a \code{\link{CompetingRiskResponseCombiner}}; for integer or numeric
+#'   responses it picks a \code{\link{MeanResponseCombiner}}.
+#' @param forestResponseCombiner A response combiner that's used to combine
+#'   predictions across trees into one final result (regression example; average
+#'   the prediction of each tree into a single number). See
+#'   \code{\link{CompetingRiskFunctionCombiner}} or
+#'   \code{\link{MeanResponseCombiner}}. If you don't specify one, this function
+#'   tries to pick one based on the response. For \code{\link{CR_Response}} it
+#'   picks a \code{\link{CompetingRiskFunctionCombiner}}; for integer or numeric
+#'   responses it picks a \code{\link{MeanResponseCombiner}}.
+#' @param ntree An integer that specifies how many trees should be trained.
+#' @param numberOfSplits A tuning parameter specifying how many random splits
+#'   should be tried for a covariate; a value of 0 means all splits will be
+#'   tried (with an exception for factors, who might have too many splits to
+#'   feasibly compute).
+#' @param mtry A tuning parameter specifying how many covariates will be
+#'   randomly chosen to be tried in the splitting process. This value must be at
+#'   least 1.
+#' @param nodeSize The algorithm will not attempt to split a node that has
+#'   observations less than 2*\code{nodeSize}; this results in terminal nodes
+#'   having a size of roughly \code{nodeSize} (true sizes may be both smaller or
+#'   greater). This value must be at least 1.
+#' @param maxNodeDepth This parameter is analogous to \code{nodeSize} in that it
+#'   helps keep trees shorter; by default maxNodeDepth is an extremely high
+#'   number and tree depth is controlled by \code{nodeSize}.
+#' @param splitPureNodes This parameter determines whether the algorithm will
+#'   split a pure node. If set to FALSE, then before every split it will check
+#'   that every response is the same, and if so, not split. If set to TRUE it
+#'   forgoes that check and just splits. Prediction accuracy won't change under
+#'   any sensible \code{nodeResponseCombiner} as all terminal nodes from a split
+#'   pure node should give the same prediction, so this parameter only affects
+#'   performance. If your response is continuous you'll likely experience faster
+#'   train times by setting it to TRUE. Default value is TRUE.
+#' @param savePath If set, this parameter will save each tree of the random
+#'   forest in this directory as the forest is trained. Use this parameter if
+#'   you need to save memory while training. See also \code{\link{load_forest}}
+#' @param savePath.overwrite This parameter controls the behaviour for what
+#'   happens if \code{savePath} is pointing to an existing directory. If set to
+#'   \code{warn} (default) then \code{train} refuses to proceed. If set to
+#'   \code{delete} then all the contents in that folder are deleted for the new
+#'   forest to be trained. Note that all contents are deleted, even those files
+#'   not related to \code{largeRCRF}. Use only if you're sure it's safe. If set
+#'   to \code{merge}, then the files describing the forest (such as its
+#'   parameters) are overwritten but the saved trees are not. The algorithm
+#'   assumes (without checking) that the existing trees are from a previous run
+#'   and starts from where it left off. This option is useful if recovering from
+#'   a crash.
+#' @param cores This parameter specifies how many trees will be simultaneously
+#'   trained. By default the package attempts to detect how many cores you have
+#'   by using the \code{parallel} package, and using all of them. You may
+#'   specify a lower number if you wish. It is not recommended to specify a
+#'   number greater than the number of available cores as this will hurt
+#'   performance with no available benefit.
+#' @param randomSeed This parameter specifies a random seed if reproducible,
+#'   deterministic forests are desired. The number o1
+#' @export
+#' @return A \code{JRandomForest} object. You may call \code{predict} or
+#'   \code{print} on it.
+#' @seealso \code{\link{predict.JRandomForest}}
+#' @note If saving memory is a concern, you can replace \code{covariateData}
+#'   with an environment containing one element called \code{data} as the actual
+#'   dataset. After the data has been imported into Java, but before the forest
+#'   training begins, the dataset in the environment is deleted, freeing up
+#'   memory in R.
+#' @examples
+#' # Regression Example
+#' x1 <- rnorm(1000)
+#' x2 <- rnorm(1000)
+#' y <- 1 + x1 + x2 + rnorm(1000)
+#'
+#' data <- data.frame(x1, x2, y)
+#' forest <- train(y ~ x1 + x2, data, WeightedVarianceSplitFinder(), MeanResponseCombiner(), MeanResponseCombiner(), ntree=100, numberOfSplits = 5, mtry = 1, nodeSize = 5)
+#'
+#' # Fix x2 to be 0
+#' newData <- data.frame(x1 = seq(from=-2, to=2, by=0.5), x2 = 0)
+#' ypred <- predict(forest, newData)
+#'
+#' plot(ypred ~ newData$x1, type="l")
+#'
+#' # Competing Risk Example
+#' x1 <- abs(rnorm(1000))
+#' x2 <- abs(rnorm(1000))
+#'
+#' T1 <- rexp(1000, rate=x1)
+#' T2 <- rweibull(1000, shape=x1, scale=x2)
+#' C <- rexp(1000)
+#' u <- pmin(T1, T2, C)
+#' delta <- ifelse(u==T1, 1, ifelse(u==T2, 2, 0))
+#'
+#' data <- data.frame(x1, x2)
+#'
+#' forest <- train(CompetingRiskResponses(delta, u) ~ x1 + x2, data,
+#' LogRankSplitFinder(1:2), CompetingRiskResponseCombiner(1:2), CompetingRiskFunctionCombiner(1:2), ntree=100, numberOfSplits=5, mtry=1, nodeSize=10)
+#' newData <- data.frame(x1 = c(-1, 0, 1), x2 = 0)
+#' ypred <- predict(forest, newData)
+train <- function(x, ...) UseMethod("train")
+
+
+
+#' @rdname train
+#' @export
+train.default <- function(responses, covariateData, splitFinder = splitFinderDefault(responses), nodeResponseCombiner = nodeResponseCombinerDefault(responses), forestResponseCombiner = forestResponseCombinerDefault(responses), ntree, numberOfSplits, mtry, nodeSize, maxNodeDepth = 100000, splitPureNodes=TRUE, savePath=NULL, savePath.overwrite=c("warn", "delete", "merge"), cores = getCores(), randomSeed = NULL){
+  
+  # Some quick checks on parameters
+  ntree <- as.integer(ntree)
+  numberOfSplits <- as.integer(numberOfSplits)
+  mtry <- as.integer(mtry)
+  nodeSize <- as.integer(nodeSize)
+  maxNodeDepth <- as.integer(maxNodeDepth)
+  cores <- as.integer(cores)
+
+  if (ntree <= 0){
+    stop("ntree must be strictly positive.")
+  }
+  if (numberOfSplits < 0){
+    stop("numberOfSplits cannot be negative.")
+  }
+  if (mtry <= 0){
+    stop("mtry must be strictly positive. If you want to try all covariates, you can set it to be very large.")
+  }
+  if (nodeSize <= 0){
+    stop("nodeSize must be strictly positive.")
+  }
+  if (maxNodeDepth <= 0){
+    stop("maxNodeDepth must be strictly positive")
+  }
+  if (cores <= 0){
+    stop("cores must be strictly positive")
+  }
+  
+  if(is.null(savePath.overwrite) | length(savePath.overwrite)==0 | !(savePath.overwrite[1] %in% c("warn", "delete", "merge"))){
+    stop("savePath.overwrite must be one of c(\"warn\", \"delete\", \"merge\")")
+  }
+
+
+  if(class(nodeResponseCombiner) != "ResponseCombiner"){
+    stop("nodeResponseCombiner must be a ResponseCombiner")
+  }
+  if(class(splitFinder) != "SplitFinder"){
+    stop("splitFinder must be a SplitFinder")
+  }
+  if(class(forestResponseCombiner) != "ResponseCombiner"){
+    stop("forestResponseCombiner must be a ResponseCombiner")
+  }
+  
+  if(class(covariateData)=="environment"){
+    if(is.null(covariateData$data)){
+      stop("When providing an environment with the dataset, the environment must contain an item called 'data'")
+    }
+    dataset <- loadData(covariateData$data, colnames(covariateData$data), responses)
+    covariateData$data <- NULL # save memory, hopefully
+    gc() # explicitly try to save memory
+  }
+  else{
+    dataset <- loadData(covariateData, colnames(covariateData), responses)
+  }
+
+  
+  
+  treeTrainer <- createTreeTrainer(responseCombiner=nodeResponseCombiner,
+                                   splitFinder=splitFinder,
+                                   covariateList=dataset$covariateList,
+                                   numberOfSplits=numberOfSplits,
+                                   nodeSize=nodeSize,
+                                   maxNodeDepth=maxNodeDepth,
+                                   mtry=mtry,
+                                   splitPureNodes=splitPureNodes)
+
+  forestTrainer <- createForestTrainer(treeTrainer=treeTrainer,
+                                       covariateList=dataset$covariateList,
+                                       treeResponseCombiner=forestResponseCombiner,
+                                       dataset=dataset$dataset,
+                                       ntree=ntree,
+                                       randomSeed=randomSeed,
+                                       saveTreeLocation=savePath)
+  
+  params <- list(
+    splitFinder=splitFinder,
+    nodeResponseCombiner=nodeResponseCombiner,
+    forestResponseCombiner=forestResponseCombiner,
+    ntree=ntree,
+    numberOfSplits=numberOfSplits,
+    mtry=mtry,
+    nodeSize=nodeSize,
+    splitPureNodes=splitPureNodes,
+    maxNodeDepth = maxNodeDepth,
+    savePath=savePath
+  )
+  
+  # We'll be saving an offline version of the forest
+  if(!is.null(savePath)){
+    
+    if(file.exists(savePath)){ # we might have to remove the folder or display an error
+      
+      if(savePath.overwrite[1] == "warn"){
+        stop(paste(savePath, "already exists; will not modify it. Please remove/rename it or set the savePath.overwrite to either 'delete' or 'merge'"))
+      } else if(savePath.overwrite[1] == "delete"){
+        unlink(savePath)
+      }
+      
+    }
+
+    if(savePath.overwrite[1] != "merge"){
+      dir.create(savePath)
+    }
+    
+    # First save forest components (so that if the training crashes mid-way through it can theoretically be recovered by the user)
+    saveForestComponents(savePath, 
+                         covariateList=dataset$covariateList,
+                         params=params,
+                         forestCall=match.call())
+    
+    if(cores > 1){
+      .jcall(forestTrainer, "V", "trainParallelOnDisk", as.integer(cores))
+    } else {
+      .jcall(forestTrainer, "V", "trainSerialOnDisk")
+    }
+    
+    # Need to now load forest trees back into memory
+    forest.java <- .jcall(.class_DataUtils, makeResponse(.class_Forest), "loadForest", savePath, forestResponseCombiner$javaObject)
+    
+    
+  }
+  else{ # save directly into memory
+    if(cores > 1){
+      forest.java <- .jcall(forestTrainer, makeResponse(.class_Forest), "trainParallelInMemory", as.integer(cores))
+    } else {
+      forest.java <- .jcall(forestTrainer, makeResponse(.class_Forest), "trainSerialInMemory")
+    }
+  }
+  
+
+  
+
+  forestObject <- list(call=match.call(), params=params, javaObject=forest.java, covariateList=dataset$covariateList)
+
+  # TODO - remove redundant code if tests pass
+  #forestObject$params <- list(
+  #  splitFinder=splitFinder,
+  #  nodeResponseCombiner=nodeResponseCombiner,
+  #  forestResponseCombiner=forestResponseCombiner,
+  #  ntree=ntree,
+  #  numberOfSplits=numberOfSplits,
+  #  mtry=mtry,
+  #  nodeSize=nodeSize,
+  #  splitPureNodes=splitPureNodes,
+  #  maxNodeDepth = maxNodeDepth,
+  #  savePath=savePath
+  #)
+
+  class(forestObject) <- "JRandomForest"
+  return(forestObject)
+
+}
+
+
+
+
+#' @rdname train
+#' @export
+#' @param formula You may specify the response and covariates as a formula instead; make sure the response in the formula is still properly constructed; see \code{responses}
+train.formula <- function(formula, covariateData, ...){
+  
+  # Having an R copy of the data loaded at the same time can be wasteful; we
+  # also allow users to provide an environment of the data which gets removed
+  # after being imported into Java
+  env <- NULL
+  if(class(covariateData) == "environment"){
+    if(is.null(covariateData$data)){
+      stop("When providing an environment with the dataset, the environment must contain an item called 'data'")
+    }
+    
+    env <- covariateData
+    covariateData <- env$data
+  }
+
+  yVar <- formula[[2]]
+
+  responses <- NULL
+  variablesToDrop <- character(0)
+  
+  # yVar is a call object; as.character(yVar) will be the different components, including the parameters.
+  # if the length of yVar is > 1 then it's a function call. If the length is 1, and it's not in covariateData, 
+  # then we also need to explicitly evaluate it
+  if(class(yVar)=="call" || !(as.character(yVar) %in% colnames(covariateData))){
+    # yVar is a function like CompetingRiskResponses
+    responses <- eval(expr=yVar, envir=covariateData)
+    
+    if(class(formula[[3]]) == "name" && as.character(formula[[3]])=="."){
+      # do any of the variables match data in covariateData? We need to track that so we can drop them later
+      variablesToDrop <- as.character(yVar)[as.character(yVar) %in% names(covariateData)]
+    }
+    
+    formula[[2]] <- NULL
+
+  } else if(class(yVar)=="name"){ # and implicitly yVar is contained in covariateData
+    variablesToDrop <- as.character(yVar)
+  }
+
+  # Includes responses which we may need to later cut out
+  mf <- model.frame(formula=formula, data=covariateData, na.action=na.pass)
+
+  if(is.null(responses)){
+    responses <- model.response(mf)
+  }
+
+  # remove any response variables
+  mf <- mf[,!(names(mf) %in% variablesToDrop), drop=FALSE]
+  
+  # If environment was provided instead of data
+  if(!is.null(env)){
+    env$data <- mf
+    rm(covariateData)
+    forest <- train.default(responses, env, ...)
+  } else{
+    forest <- train.default(responses, mf, ...)
+  }
+  
+
+  
+  forest$call <- match.call()
+  forest$formula <- formula
+
+  return(forest)
+}
+
+createForestTrainer <- function(treeTrainer, covariateList, treeResponseCombiner, dataset, ntree, randomSeed, saveTreeLocation){
+  builderClassReturned <- makeResponse(.class_ForestTrainer_Builder)
+
+  builder <- .jcall(.class_ForestTrainer, builderClassReturned, "builder")
+
+  builder <- .jcall(builder, builderClassReturned, "treeTrainer", treeTrainer)
+  builder <- .jcall(builder, builderClassReturned, "covariates", covariateList)
+  builder <- .jcall(builder, builderClassReturned, "treeResponseCombiner", treeResponseCombiner$javaObject)
+  builder <- .jcall(builder, builderClassReturned, "data", dataset)
+  builder <- .jcall(builder, builderClassReturned, "ntree", as.integer(ntree))
+  builder <- .jcall(builder, builderClassReturned, "displayProgress", TRUE)
+  
+  if(!is.null(randomSeed)){
+    builder <- .jcall(builder, builderClassReturned, "randomSeed", .jlong(randomSeed))
+  }
+  else{
+    builder <- .jcall(builder, builderClassReturned, "randomSeed", .jlong(as.integer(Sys.time())))
+  }
+  
+  if(!is.null(saveTreeLocation)){
+    builder <- .jcall(builder, builderClassReturned, "saveTreeLocation", saveTreeLocation)
+  }
+  
+
+  forestTrainer <- .jcall(builder, makeResponse(.class_ForestTrainer), "build")
+  return(forestTrainer)
+}
+
+createTreeTrainer <- function(responseCombiner, splitFinder, covariateList, numberOfSplits, nodeSize, maxNodeDepth, mtry, splitPureNodes){
+  builderClassReturned <- makeResponse(.class_TreeTrainer_Builder)
+
+  builder <- .jcall(.class_TreeTrainer, builderClassReturned, "builder")
+
+  builder <- .jcall(builder, builderClassReturned, "responseCombiner", responseCombiner$javaObject)
+  builder <- .jcall(builder, builderClassReturned, "splitFinder", splitFinder$javaObject)
+  builder <- .jcall(builder, builderClassReturned, "covariates", covariateList)
+  builder <- .jcall(builder, builderClassReturned, "numberOfSplits", as.integer(numberOfSplits))
+  builder <- .jcall(builder, builderClassReturned, "nodeSize", as.integer(nodeSize))
+  builder <- .jcall(builder, builderClassReturned, "maxNodeDepth", as.integer(maxNodeDepth))
+  builder <- .jcall(builder, builderClassReturned, "mtry", as.integer(mtry))
+  builder <- .jcall(builder, builderClassReturned, "checkNodePurity", !splitPureNodes)
+
+  treeTrainer <- .jcall(builder, makeResponse(.class_TreeTrainer), "build")
+  return(treeTrainer)
+}
diff --git a/R/wrapFunction.R b/R/wrapFunction.R
new file mode 100644
index 0000000..1151fac
--- /dev/null
+++ b/R/wrapFunction.R
@@ -0,0 +1,12 @@
+wrapFunction <- function(mf){
+  f <- function(x){
+
+    y <- vector(mode="numeric", length=length(x))
+    for(i in 1:length(x)){
+      y[i] <- .jcall(mf, "D", "evaluate", x[i])
+    }
+
+    return(y)
+
+  }
+}
diff --git a/R/zzz.R b/R/zzz.R
new file mode 100644
index 0000000..9edb824
--- /dev/null
+++ b/R/zzz.R
@@ -0,0 +1,7 @@
+.onLoad <- function(libname, pkgname) {
+  # rJava needs to be initialized with the path to the class files
+  .jpackage(pkgname, lib.loc=libname, morePaths = "inst/java/")
+}
+
+#' @import rJava
+NULL
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diff --git a/man/CR_FunctionCombiner.Rd b/man/CR_FunctionCombiner.Rd
new file mode 100644
index 0000000..8ece552
--- /dev/null
+++ b/man/CR_FunctionCombiner.Rd
@@ -0,0 +1,53 @@
+% Generated by roxygen2: do not edit by hand
+% Please edit documentation in R/cr_components.R
+\name{CR_FunctionCombiner}
+\alias{CR_FunctionCombiner}
+\title{Competing Risk Function Combiner}
+\usage{
+CR_FunctionCombiner(events, times = NULL)
+}
+\arguments{
+\item{events}{A vector of integers specifying which competing risk events's
+functions should be processed. This should correspond to all of the
+competing risk events that can occur, from 1 to the largest number.}
+
+\item{times}{An optional numeric vector that forces the output functions to
+only update at these time points. Pre-specifying the values can result in
+faster performance when predicting, however if the times are not exhaustive
+then the resulting curves will not update at that point (they'll be flat).
+If left blank, the package will default to using all of the time points.}
+}
+\value{
+A response combiner object to be used in \code{\link{train}}; not
+  useful on its own. However, internally, a response combiner object is a
+  list consisting of the following objects: \describe{
+  \item{\code{javaObject}}{The java object used in the algorithm}
+  \item{\code{call}}{The call (used in \code{print})}
+  \item{\code{outputClass}}{The R class of the outputs; used in
+  \code{\link{predict.JRandomForest}}} \item{\code{convertToRFunction}}{An R
+  function that converts a Java prediction from the combiner into R output
+  that is readable by a user.} }
+}
+\description{
+Creates a CompetingRiskFunctionCombiner rJava object, which is used
+internally for constructing a forest. The forest uses it when creating
+predictions to average the cumulative incidence curves, cause-specific
+cumulative hazard functions, and Kaplan-Meier curves generated by each tree
+into individual functions.
+}
+\details{
+The user only needs to pass this object into \code{\link{train}} as the
+\code{forestResponseCombiner} parameter.
+}
+\examples{
+T1 <- rexp(1000)
+T2 <- rweibull(1000, 1, 2)
+C <- rexp(1000)
+
+u <- round(pmin(T1, T2, C))
+# ...
+
+forestCombiner <- CR_FunctionCombiner(1:2) # there are two possible events
+# or, since we know that u is always an integer
+forestCombiner <- CR_FunctionCombiner(1:2, 0:max(u))
+}
diff --git a/man/CR_Response.Rd b/man/CR_Response.Rd
new file mode 100644
index 0000000..bd05ac6
--- /dev/null
+++ b/man/CR_Response.Rd
@@ -0,0 +1,42 @@
+% Generated by roxygen2: do not edit by hand
+% Please edit documentation in R/CR_Response.R
+\name{CR_Response}
+\alias{CR_Response}
+\title{Competing Risk Response}
+\usage{
+CR_Response(delta, u, C = NULL)
+}
+\arguments{
+\item{delta}{A vector of integers detailing the event that occurred. A value
+of 0 denotes that censoring occurred first and that time was recorded.}
+
+\item{u}{A vector of numerics detailing the recorded event times (possibly
+censored).}
+
+\item{C}{If the censoring times are known for all observations, they can be
+included which allows for \code{\link{GrayLogRankSplitFinder}} to be used.
+Default is \code{NULL}.}
+}
+\description{
+Takes vectors of event time and event type and turns it into the internal
+objects used throughout the package. The result of this function shouldn't be
+used directly, but should instead by provided as the \code{y} parameter in
+\code{\link{train}}.
+}
+\details{
+To be clear, if T1,...TJ are the J different competing risks, and C
+  is the censoring time, then \code{u[i] = min(T1[i], ...TJ[i], C[i])}; and
+  \code{delta[i]} denotes which time was the minimum, with a value of 0 if
+  C[i] was the smallest.
+}
+\examples{
+T1 <- rexp(10)
+T2 <- rweibull(10, 2, 2)
+C <- rexp(10)
+
+u <- pmin(T1, T2, C)
+delta <- ifelse(u == T1, 1, ifelse(u == T2, 2, 0))
+
+responses <- CR_Response(delta, u)
+# Then use responses in train
+}
diff --git a/man/CR_ResponseCombiner.Rd b/man/CR_ResponseCombiner.Rd
new file mode 100644
index 0000000..30cb366
--- /dev/null
+++ b/man/CR_ResponseCombiner.Rd
@@ -0,0 +1,46 @@
+% Generated by roxygen2: do not edit by hand
+% Please edit documentation in R/cr_components.R
+\name{CR_ResponseCombiner}
+\alias{CR_ResponseCombiner}
+\title{Competing Risk Response Combiner}
+\usage{
+CR_ResponseCombiner(events)
+}
+\arguments{
+\item{events}{A vector of integers specifying which competing risk events's
+functions should be processed. This should correspond to all of the
+competing risk events that can occur, from 1 to the largest number.}
+}
+\value{
+A response combiner object to be used in \code{\link{train}}; not
+  useful on its own. However, internally, a response combiner object is a
+  list consisting of the following objects: \describe{
+  \item{\code{javaObject}}{The java object used in the algorithm}
+  \item{\code{call}}{The call (used in \code{print})}
+  \item{\code{outputClass}}{The R class of the outputs; used in
+  \code{\link{predict.JRandomForest}}} \item{\code{convertToRFunction}}{An R
+  function that converts a Java prediction from the combiner into R output
+  that is readable by a user.} }
+}
+\description{
+Creates a CompetingRiskResponseCombiner rJava object, which is used
+internally for constructing a forest. It is used when each tree in the forest
+is constructed, as it combines response level information (u & delta) into
+functions such as cumulative incidence curves, cause-specific cumulative
+hazard functions, and an overall Kaplan-Meier curve. This combination is done
+for each terminal node for each tree.
+}
+\details{
+The user only needs to pass this object into \code{\link{train}} as the
+\code{nodeResponseCombiner} parameter.
+}
+\examples{
+T1 <- rexp(1000)
+T2 <- rweibull(1000, 1, 2)
+C <- rexp(1000)
+
+u <- round(pmin(T1, T2, C))
+# ...
+
+forestCombiner <- CR_ResponseCombiner(1:2) # there are two possible events
+}
diff --git a/man/CompetingRiskPredictions.Rd b/man/CompetingRiskPredictions.Rd
new file mode 100644
index 0000000..64c6d4b
--- /dev/null
+++ b/man/CompetingRiskPredictions.Rd
@@ -0,0 +1,38 @@
+% Generated by roxygen2: do not edit by hand
+% Please edit documentation in R/cr_predictions.R
+\name{CompetingRiskPredictions}
+\alias{CompetingRiskPredictions}
+\alias{extractCIF}
+\alias{extractCHF}
+\alias{extractSurvivorCurve}
+\alias{extractMortalities}
+\title{Competing Risk Predictions}
+\usage{
+extractCIF(x, event)
+
+extractCHF(x, event)
+
+extractSurvivorCurve(x)
+
+extractMortalities(x, event, time)
+}
+\arguments{
+\item{x}{The predictions output from a competing risk random forest.}
+
+\item{event}{The event who's CIF/CHF/Mortality you are interested in.}
+
+\item{time}{The time to evaluate the mortality for (relevant only for
+\code{extractMortalities}).}
+}
+\description{
+\code{extractCIF} extracts the cumulative incidence function for a prediction.
+
+\code{extractCHF} extracts the cause-specific cumulative hazard function for a prediction.
+
+\code{extractSurvivorCurve} extracts the Kaplan-Meier estimator
+of the overall survivor curve for a prediction.
+
+\code{extractMortalities} extracts the cause-specific
+mortalities for a function, which here is the CIF integrated from 0 to
+\code{time}.
+}
diff --git a/man/CompetingRiskSplitFinders.Rd b/man/CompetingRiskSplitFinders.Rd
new file mode 100644
index 0000000..a59572a
--- /dev/null
+++ b/man/CompetingRiskSplitFinders.Rd
@@ -0,0 +1,59 @@
+% Generated by roxygen2: do not edit by hand
+% Please edit documentation in R/cr_components.R
+\name{CompetingRiskSplitFinders}
+\alias{CompetingRiskSplitFinders}
+\alias{GrayLogRankSplitFinder}
+\alias{LogRankSplitFinder}
+\title{Competing Risk Split Finders}
+\usage{
+GrayLogRankSplitFinder(events, eventsOfFocus = NULL)
+
+LogRankSplitFinder(events, eventsOfFocus = NULL)
+}
+\arguments{
+\item{events}{A vector of integers specifying which competing risk events
+should be focused on when determining differences. Currently, equal weights
+will be assigned to all included groups.}
+
+\item{eventsOfFocus}{The split finder will only maximize differences
+between the two groups with respect to these specified events. Default is
+\code{NULL}, which will cause the split finder to focus on all events
+included in \code{events}.}
+}
+\value{
+An internal rJava Java object used in \code{\link{train}}.
+}
+\description{
+Creates a SplitFinder rJava Java object, which is then used internally when
+training a competing risk random forest. The split finder is responsible for
+finding the best split according to the logic of the split finder.
+}
+\details{
+These split finders require that the response be \code{\link{CR_Response}}.
+
+The user only needs to pass this object into \code{\link{train}} as the
+\code{splitFinder} parameter.
+
+Roughly speaking, the Gray log-rank split finder looks at
+  differences between the cumulative incidence functions of the two groups,
+  while the plain log-rank split finder look at differences between the
+  cause-specific hazard functions. See the references for a more detailed
+  discussion.
+}
+\note{
+The Gray log-rank split finder \strong{requires} that the response
+  include the censoring time.
+}
+\examples{
+splitFinder <- GrayLogRankSplitFinder(1:2)
+splitFinder <- LogRankSplitFinder(1:2)
+}
+\references{
+Kogalur, U., Ishwaran, H. Random Forests for Survival,
+  Regression, and Classification: A Parallel Package for a General
+  Implemention of Breiman's Random Forests: Theory and Specifications. URL
+  https://kogalur.github.io/randomForestSRC/theory.html#section8.2
+
+  Ishwaran, H., et. al. (2014) Random survival forests for competing risks,
+  Biostatistics (2014), 15, 4, pp. 757–773
+}
diff --git a/man/MeanResponseCombiner.Rd b/man/MeanResponseCombiner.Rd
new file mode 100644
index 0000000..9629125
--- /dev/null
+++ b/man/MeanResponseCombiner.Rd
@@ -0,0 +1,41 @@
+% Generated by roxygen2: do not edit by hand
+% Please edit documentation in R/regressionComponents.R
+\name{MeanResponseCombiner}
+\alias{MeanResponseCombiner}
+\title{MeanResponseCombiner}
+\usage{
+MeanResponseCombiner()
+}
+\value{
+A response combiner object to be used in \code{\link{train}}; not
+  useful on its own. However, internally, a response combiner object is a
+  list consisting of the following objects:
+ \describe{
+  \item{\code{javaObject}}{The java object used in the algorithm}
+  \item{\code{call}}{The call (used in \code{print})}
+  \item{\code{outputClass}}{The R class of the outputs; used in \code{\link{predict.JRandomForest}}}
+  \item{\code{convertToRFunction}}{An R function that converts a Java prediction from the combiner into R output that is readable by a user.}
+}
+}
+\description{
+This response combiner is used in regression random forests, where the
+response in the data is a single number that needs to be averaged in each
+terminal node, and then averaged across trees. This response combiner is
+appropriate as an argument for both the \code{nodeResponseCombiner} and
+\code{forestResponseCombiner} parameters in \code{\link{train}} when doing
+regression.
+}
+\examples{
+responseCombiner <- MeanResponseCombiner()
+# You would then use it in train()
+
+# However; I'll show an internal Java method to make it clear what it does
+# Note that you should never have to do the following
+x <- 1:3
+x <- convertRListToJava(Numeric(x))
+
+# will output a Java object containing 2
+output <- rJava::.jcall(responseCombiner$javaObject, "Ljava/lang/Double;", "combine", x)
+responseCombiner$convertToRFunction(output)
+
+}
diff --git a/man/Numeric.Rd b/man/Numeric.Rd
new file mode 100644
index 0000000..4e3f6ae
--- /dev/null
+++ b/man/Numeric.Rd
@@ -0,0 +1,22 @@
+% Generated by roxygen2: do not edit by hand
+% Please edit documentation in R/Numeric.R
+\name{Numeric}
+\alias{Numeric}
+\title{Numeric}
+\usage{
+Numeric(y)
+}
+\arguments{
+\item{y}{The R vector of numbers}
+}
+\value{
+An R list containing rJava Doubles.
+}
+\description{
+An internal function that converts an R vector of numerics or integers into an R list containing java.lang.Double objects. This method does not need to be used directly by the user, as \code{\link{train}} will automatically handle numeric responses if you're working in the regression settings.
+}
+\examples{
+x <- Numeric(1:5)
+class(x[[1]])
+}
+\keyword{internal}
diff --git a/man/WeightedVarianceSplitFinder.Rd b/man/WeightedVarianceSplitFinder.Rd
new file mode 100644
index 0000000..1ce6c55
--- /dev/null
+++ b/man/WeightedVarianceSplitFinder.Rd
@@ -0,0 +1,36 @@
+% Generated by roxygen2: do not edit by hand
+% Please edit documentation in R/regressionComponents.R
+\name{WeightedVarianceSplitFinder}
+\alias{WeightedVarianceSplitFinder}
+\title{WeightedVarianceSplitFinder}
+\usage{
+WeightedVarianceSplitFinder()
+}
+\value{
+A split finder object to be used in \code{\link{train}}; not
+  useful on its own.
+}
+\description{
+This split finder is used in regression random forests. When a split is made,
+this finder computes the sample variance in each group (divided by n, not
+n-1); it then minimizes the the sum of these variances, each of them weighted
+by their sample size divided by the total sample size of that node.
+}
+\note{
+There are other split finders that are used in regression random
+  forests that are not included in this package. This package is oriented
+  toward the competing risk side of survival analysis; the regression options
+  are provided as an example of how extensible the back-end Java package is.
+  If you are interested in using this package for regression (or other uses),
+  feel free to write your own components. It's really not hard to write these
+  components; the WeightedVarianceSplitFinder Java class is quite short; most
+  of the code is to reuse calculations from previous considered splits.
+}
+\examples{
+splitFinder <- WeightedVarianceSplitFinder()
+# You would then use it in train()
+
+}
+\references{
+https://kogalur.github.io/randomForestSRC/theory.html#section8.3
+}
diff --git a/man/convertRListToJava.Rd b/man/convertRListToJava.Rd
new file mode 100644
index 0000000..6283943
--- /dev/null
+++ b/man/convertRListToJava.Rd
@@ -0,0 +1,27 @@
+% Generated by roxygen2: do not edit by hand
+% Please edit documentation in R/misc.R
+\name{convertRListToJava}
+\alias{convertRListToJava}
+\title{convertRListToJava}
+\usage{
+convertRListToJava(lst)
+}
+\arguments{
+\item{lst}{The R list containing rJava objects}
+}
+\value{
+An rJava List object to be used internally.
+}
+\description{
+An internal function that converts an R list of rJava objects into a
+java.util.List rJava object containing those objects. It's used internally,
+and is only available because it's used in some examples that demonstrate what
+other objects do.
+}
+\examples{
+x <- Numeric(1:5)
+class(x)
+x <- convertRListToJava(x)
+class(x)
+}
+\keyword{internal}
diff --git a/man/load_forest.Rd b/man/load_forest.Rd
new file mode 100644
index 0000000..0625c82
--- /dev/null
+++ b/man/load_forest.Rd
@@ -0,0 +1,33 @@
+% Generated by roxygen2: do not edit by hand
+% Please edit documentation in R/load_forest.R
+\name{load_forest}
+\alias{load_forest}
+\title{Load Random Forest}
+\usage{
+load_forest(directory)
+}
+\arguments{
+\item{forest}{The directory created that saved the previous forest.}
+}
+\value{
+A JForest object; see \code{\link{train}} for details.
+}
+\description{
+Loads a random forest that was saved using \code{\link{save_forest}}.
+}
+\examples{
+# Regression Example
+x1 <- rnorm(1000)
+x2 <- rnorm(1000)
+y <- 1 + x1 + x2 + rnorm(1000)
+
+data <- data.frame(x1, x2, y)
+forest <- train(y ~ x1 + x2, data,
+ ntree=100, numberOfSplits = 5, mtry = 1, nodeSize = 5)
+
+save_forest(forest, "trees")
+new_forest <- load_forest("trees")
+}
+\seealso{
+\code{\link{train}}, \code{\link{save_forest}}
+}
diff --git a/man/naiveConcordance.Rd b/man/naiveConcordance.Rd
new file mode 100644
index 0000000..feb8e50
--- /dev/null
+++ b/man/naiveConcordance.Rd
@@ -0,0 +1,27 @@
+% Generated by roxygen2: do not edit by hand
+% Please edit documentation in R/cr_naiveConcordance.R
+\name{naiveConcordance}
+\alias{naiveConcordance}
+\title{Naive Concordance}
+\usage{
+naiveConcordance(responses, predictedMortalities)
+}
+\arguments{
+\item{responses}{A list of responses corresponding to the provided
+mortalities; use \code{\link{CR_Response}}.}
+
+\item{predictedMortalities}{A list of mortality vectors; each element of the
+list should correspond to one of the events in the order of event 1 to J,
+and should be a vector of the same length as responses.}
+}
+\value{
+A vector of 1 minus the concordance scores, with each element
+  corresponding to one of the events. To be clear, the lower the score the
+  more accurate the model was.
+}
+\description{
+Used to calculate a concordance index error. The user needs to supply a list
+of mortalities, with each item in the list being a vector for the specific
+events. To calculate mortalities a user should look to
+\code{\link{extractMortalities}}.
+}
diff --git a/man/predict.JRandomForest.Rd b/man/predict.JRandomForest.Rd
new file mode 100644
index 0000000..6041b1c
--- /dev/null
+++ b/man/predict.JRandomForest.Rd
@@ -0,0 +1,65 @@
+% Generated by roxygen2: do not edit by hand
+% Please edit documentation in R/predict.R
+\name{predict.JRandomForest}
+\alias{predict.JRandomForest}
+\title{Predict}
+\usage{
+\method{predict}{JRandomForest}(forest, newData = NULL,
+  parallel = TRUE, out.of.bag = FALSE)
+}
+\arguments{
+\item{forest}{A forest that was previously \code{\link{train}}ed}
+
+\item{newData}{The new data containing all of the previous predictor
+covariates. Note that even if predictions are being made on the training
+set, the dataset must be specified. \code{largeRCRF} doesn't keep track of
+the dataset after the forest is trained.}
+
+\item{parallel}{A logical indicating whether multiple cores should be
+utilized when making the predictions. Available as an option because it's
+been observed by this author that using Java's \code{parallelStream} can be
+unstable on some systems. Default value is \code{TRUE}.}
+
+\item{out.of.bag}{A logical indicating whether predictions should be based on
+'out of bag' trees; set only to \code{TRUE} if you're running predictions
+on data that was used in the training. Default value is \code{FALSE}.}
+}
+\value{
+A list of responses corresponding with each row of \code{newData} if
+  it's a non-regression random forest; otherwise it returns a numeric vector.
+}
+\description{
+Predict on the random forest.
+}
+\examples{
+# Regression Example
+x1 <- rnorm(1000)
+x2 <- rnorm(1000)
+y <- 1 + x1 + x2 + rnorm(1000)
+
+data <- data.frame(x1, x2, y)
+forest <- train(y ~ x1 + x2, data, WeightedVarianceSplitFinder(), MeanResponseCombiner(), MeanResponseCombiner(), ntree=100, numberOfSplits = 5, mtry = 1, nodeSize = 5)
+
+# Fix x2 to be 0
+newData <- data.frame(x1 = seq(from=-2, to=2, by=0.5), x2 = 0)
+ypred <- predict(forest, newData)
+
+plot(ypred ~ newData$x1, type="l")
+
+# Competing Risk Example
+x1 <- abs(rnorm(1000))
+x2 <- abs(rnorm(1000))
+
+T1 <- rexp(1000, rate=x1)
+T2 <- rweibull(1000, shape=x1, scale=x2)
+C <- rexp(1000)
+u <- pmin(T1, T2, C)
+delta <- ifelse(u==T1, 1, ifelse(u==T2, 2, 0))
+
+data <- data.frame(x1, x2)
+
+forest <- train(CR_Response(delta, u) ~ x1 + x2, data,
+LogRankSplitFinder(1:2), CompetingRiskResponseCombiner(1:2), CompetingRiskFunctionCombiner(1:2), ntree=100, numberOfSplits=5, mtry=1, nodeSize=10)
+newData <- data.frame(x1 = c(-1, 0, 1), x2 = 0)
+ypred <- predict(forest, newData)
+}
diff --git a/man/save_forest.Rd b/man/save_forest.Rd
new file mode 100644
index 0000000..39a8ef4
--- /dev/null
+++ b/man/save_forest.Rd
@@ -0,0 +1,38 @@
+% Generated by roxygen2: do not edit by hand
+% Please edit documentation in R/save_forest.R
+\name{save_forest}
+\alias{save_forest}
+\title{Save Random Forests}
+\usage{
+save_forest(forest, directory, overwrite = FALSE)
+}
+\arguments{
+\item{forest}{The forest to save.}
+
+\item{directory}{The directory that should be created to save the trees in.
+Note that if the directory already exists, an error will be displayed
+unless \code{overwrite} is set to TRUE.}
+
+\item{overwrite}{Should the function overwrite an existing forest; FALSE by
+default.}
+}
+\description{
+Saves a random forest for later use, given that the base R
+\code{\link{base::save}} function doesn't work for this package.
+}
+\examples{
+# Regression Example
+x1 <- rnorm(1000)
+x2 <- rnorm(1000)
+y <- 1 + x1 + x2 + rnorm(1000)
+
+data <- data.frame(x1, x2, y)
+forest <- train(y ~ x1 + x2, data,
+ ntree=100, numberOfSplits = 5, mtry = 1, nodeSize = 5)
+
+save_forest(forest, "trees")
+new_forest <- load_forest("trees")
+}
+\seealso{
+\code{\link{train}}, \code{\link{load_forest}}
+}
diff --git a/man/train.Rd b/man/train.Rd
new file mode 100644
index 0000000..c5e3ad7
--- /dev/null
+++ b/man/train.Rd
@@ -0,0 +1,170 @@
+% Generated by roxygen2: do not edit by hand
+% Please edit documentation in R/train.R
+\name{train}
+\alias{train}
+\alias{train.default}
+\alias{train.formula}
+\title{Train Random Forests}
+\usage{
+train(x, ...)
+
+\method{train}{default}(responses, covariateData,
+  splitFinder = splitFinderDefault(responses),
+  nodeResponseCombiner = nodeResponseCombinerDefault(responses),
+  forestResponseCombiner = forestResponseCombinerDefault(responses),
+  ntree, numberOfSplits, mtry, nodeSize, maxNodeDepth = 1e+05,
+  splitPureNodes = TRUE, savePath = NULL,
+  savePath.overwrite = c("warn", "delete", "merge"),
+  cores = getCores(), randomSeed = NULL)
+
+\method{train}{formula}(formula, covariateData, ...)
+}
+\arguments{
+\item{responses}{An R list of the responses. See \code{\link{CR_Response}}
+for an example function.}
+
+\item{covariateData}{A data.frame containing only the columns of the
+covariates you wish to use in your training (unless you're using the
+\code{formula} version of \code{train}, in which case it should contain the
+response as well).}
+
+\item{splitFinder}{A split finder that's used to score splits in the random
+forest training algorithm. See \code{\link{Competing Risk Split Finders}}
+or \code{\link{WeightedVarianceSplitFinder}}. If you don't specify one,
+this function tries to pick one based on the response. For
+\code{\link{CR_Response}} wihtout censor times, it will pick a
+\code{\link{LogRankSplitFinder}}; while if censor times were provided it
+will pick \code{\link{GrayLogRankSplitFinder}}; for integer or numeric
+responses it picks a \code{\link{WeightedVarianceSplitFinder}}.}
+
+\item{nodeResponseCombiner}{A response combiner that's used to combine
+responses for each terminal node in a tree (regression example; average the
+observations in each tree into a single number). See
+\code{\link{CompetingRiskResponseCombiner}} or
+\code{\link{MeanResponseCombiner}}. If you don't specify one, this function
+tries to pick one based on the response. For \code{\link{CR_Response}} it
+picks a \code{\link{CompetingRiskResponseCombiner}}; for integer or numeric
+responses it picks a \code{\link{MeanResponseCombiner}}.}
+
+\item{forestResponseCombiner}{A response combiner that's used to combine
+predictions across trees into one final result (regression example; average
+the prediction of each tree into a single number). See
+\code{\link{CompetingRiskFunctionCombiner}} or
+\code{\link{MeanResponseCombiner}}. If you don't specify one, this function
+tries to pick one based on the response. For \code{\link{CR_Response}} it
+picks a \code{\link{CompetingRiskFunctionCombiner}}; for integer or numeric
+responses it picks a \code{\link{MeanResponseCombiner}}.}
+
+\item{ntree}{An integer that specifies how many trees should be trained.}
+
+\item{numberOfSplits}{A tuning parameter specifying how many random splits
+should be tried for a covariate; a value of 0 means all splits will be
+tried (with an exception for factors, who might have too many splits to
+feasibly compute).}
+
+\item{mtry}{A tuning parameter specifying how many covariates will be
+randomly chosen to be tried in the splitting process. This value must be at
+least 1.}
+
+\item{nodeSize}{The algorithm will not attempt to split a node that has
+observations less than 2*\code{nodeSize}; this results in terminal nodes
+having a size of roughly \code{nodeSize} (true sizes may be both smaller or
+greater). This value must be at least 1.}
+
+\item{maxNodeDepth}{This parameter is analogous to \code{nodeSize} in that it
+helps keep trees shorter; by default maxNodeDepth is an extremely high
+number and tree depth is controlled by \code{nodeSize}.}
+
+\item{splitPureNodes}{This parameter determines whether the algorithm will
+split a pure node. If set to FALSE, then before every split it will check
+that every response is the same, and if so, not split. If set to TRUE it
+forgoes that check and just splits. Prediction accuracy won't change under
+any sensible \code{nodeResponseCombiner} as all terminal nodes from a split
+pure node should give the same prediction, so this parameter only affects
+performance. If your response is continuous you'll likely experience faster
+train times by setting it to TRUE. Default value is TRUE.}
+
+\item{savePath}{If set, this parameter will save each tree of the random
+forest in this directory as the forest is trained. Use this parameter if
+you need to save memory while training. See also \code{\link{load_forest}}}
+
+\item{savePath.overwrite}{This parameter controls the behaviour for what
+happens if \code{savePath} is pointing to an existing directory. If set to
+\code{warn} (default) then \code{train} refuses to proceed. If set to
+\code{delete} then all the contents in that folder are deleted for the new
+forest to be trained. Note that all contents are deleted, even those files
+not related to \code{largeRCRF}. Use only if you're sure it's safe. If set
+to \code{merge}, then the files describing the forest (such as its
+parameters) are overwritten but the saved trees are not. The algorithm
+assumes (without checking) that the existing trees are from a previous run
+and starts from where it left off. This option is useful if recovering from
+a crash.}
+
+\item{cores}{This parameter specifies how many trees will be simultaneously
+trained. By default the package attempts to detect how many cores you have
+by using the \code{parallel} package, and using all of them. You may
+specify a lower number if you wish. It is not recommended to specify a
+number greater than the number of available cores as this will hurt
+performance with no available benefit.}
+
+\item{randomSeed}{This parameter specifies a random seed if reproducible,
+deterministic forests are desired. The number o1}
+
+\item{formula}{You may specify the response and covariates as a formula instead; make sure the response in the formula is still properly constructed; see \code{responses}}
+}
+\value{
+A \code{JRandomForest} object. You may call \code{predict} or
+  \code{print} on it.
+}
+\description{
+Trains the random forest. The type of response the random forest can be
+trained on varies depending on the \code{splitFinder},
+\code{nodeResponseCombiner}, and the \code{forestResponseCombiner}
+parameters. Make sure these are compatible with each other, and with the
+response you plug in. \code{splitFinder} should work on the responses you are
+providing; \code{nodeResponseCombiner} should combine these responses into
+some intermediate product, and \code{forestResponseCombiner} combines these
+intermediate products into the final output product.
+}
+\note{
+If saving memory is a concern, you can replace \code{covariateData}
+  with an environment containing one element called \code{data} as the actual
+  dataset. After the data has been imported into Java, but before the forest
+  training begins, the dataset in the environment is deleted, freeing up
+  memory in R.
+}
+\examples{
+# Regression Example
+x1 <- rnorm(1000)
+x2 <- rnorm(1000)
+y <- 1 + x1 + x2 + rnorm(1000)
+
+data <- data.frame(x1, x2, y)
+forest <- train(y ~ x1 + x2, data, WeightedVarianceSplitFinder(), MeanResponseCombiner(), MeanResponseCombiner(), ntree=100, numberOfSplits = 5, mtry = 1, nodeSize = 5)
+
+# Fix x2 to be 0
+newData <- data.frame(x1 = seq(from=-2, to=2, by=0.5), x2 = 0)
+ypred <- predict(forest, newData)
+
+plot(ypred ~ newData$x1, type="l")
+
+# Competing Risk Example
+x1 <- abs(rnorm(1000))
+x2 <- abs(rnorm(1000))
+
+T1 <- rexp(1000, rate=x1)
+T2 <- rweibull(1000, shape=x1, scale=x2)
+C <- rexp(1000)
+u <- pmin(T1, T2, C)
+delta <- ifelse(u==T1, 1, ifelse(u==T2, 2, 0))
+
+data <- data.frame(x1, x2)
+
+forest <- train(CompetingRiskResponses(delta, u) ~ x1 + x2, data,
+LogRankSplitFinder(1:2), CompetingRiskResponseCombiner(1:2), CompetingRiskFunctionCombiner(1:2), ntree=100, numberOfSplits=5, mtry=1, nodeSize=10)
+newData <- data.frame(x1 = c(-1, 0, 1), x2 = 0)
+ypred <- predict(forest, newData)
+}
+\seealso{
+\code{\link{predict.JRandomForest}}
+}
diff --git a/tests/testthat.R b/tests/testthat.R
new file mode 100644
index 0000000..9d55a80
--- /dev/null
+++ b/tests/testthat.R
@@ -0,0 +1,2 @@
+library(testthat)
+test_check("largeRCRF")
diff --git a/tests/testthat/test_cr_naive_concordance.R b/tests/testthat/test_cr_naive_concordance.R
new file mode 100644
index 0000000..e07b364
--- /dev/null
+++ b/tests/testthat/test_cr_naive_concordance.R
@@ -0,0 +1,14 @@
+context("Train Naive Concordance")
+
+test_that("Naive Concordance Works and gives accurate results", {
+
+  responses = CR_Response(c(1,0,2,1), c(5,6,8,3))
+  
+  mortalities = list(
+    c(1,4,3,9)
+  )
+  score = naiveConcordance(responses, mortalities)
+  
+  expect_equal(score, 1-3/5)
+  
+})
diff --git a/tests/testthat/test_creating_cr_components.R b/tests/testthat/test_creating_cr_components.R
new file mode 100644
index 0000000..a9a5b9e
--- /dev/null
+++ b/tests/testthat/test_creating_cr_components.R
@@ -0,0 +1,17 @@
+context("Create CR Components without error")
+
+# There's a bug where if eventsOfFocus is length 1 rJava can't find the constructor
+
+test_that("Create LogRankSplitFinder", {
+  LogRankSplitFinder(1:2,1)
+  
+  expect_true(T) # show Ok if we got this far
+  
+})
+
+test_that("Create GrayLogRankSplitFinder", {
+  GrayLogRankSplitFinder(1:2,1)
+  
+  expect_true(T) # show Ok if we got this far
+  
+})
\ No newline at end of file
diff --git a/tests/testthat/test_deterministic_forests.R b/tests/testthat/test_deterministic_forests.R
new file mode 100644
index 0000000..7e18231
--- /dev/null
+++ b/tests/testthat/test_deterministic_forests.R
@@ -0,0 +1,58 @@
+context("Test deterministic forests")
+
+test_that("Two forests produce identical results", {
+
+  x1 <- rnorm(100)
+  x2 <- rnorm(100)
+  y <- 1 + x1 + x2 + rnorm(100)
+  
+  data <- data.frame(x1, x2, y)
+  forest1 <- train(y ~ x1 + x2, data,
+                  ntree=100, numberOfSplits = 5, mtry = 1, nodeSize = 5,
+                  randomSeed=5)
+  
+  forest2 <- train(y ~ x1 + x2, data,
+                   ntree=100, numberOfSplits = 5, mtry = 1, nodeSize = 5,
+                   randomSeed=5)
+
+  newData <- data.frame(x1=rnorm(10), x2=rnorm(10))
+  predictions1 <- predict(forest1, newData)
+  predictions2 <- predict(forest2, newData)
+  
+  expect_equal(round(predictions1, digits=6), round(predictions2, digits=6))
+  
+  
+})
+
+test_that("Finishing an interrupted forest produces the same results as having finished it", {
+  
+  expect_false(file.exists("trees_deterministic_forests")) # Folder shouldn't exist yet
+  
+  x1 <- rnorm(1000)
+  x2 <- rnorm(1000)
+  y <- 1 + x1 + x2 + rnorm(1000)
+  
+  data <- data.frame(x1, x2, y)
+  forest1 <- train(y ~ x1 + x2, data,
+                  ntree=100, numberOfSplits = 5, mtry = 1, nodeSize = 5,
+                  randomSeed=6)
+  
+  forest2.incomplete <- train(y ~ x1 + x2, data,
+                   ntree=50, numberOfSplits = 5, mtry = 1, nodeSize = 5,
+                   randomSeed=6, savePath="trees_deterministic_forests")
+  forest2.complete <- train(y ~ x1 + x2, data,
+                   ntree=100, numberOfSplits = 5, mtry = 1, nodeSize = 5,
+                   randomSeed=6, savePath="trees_deterministic_forests", 
+                   savePath.overwrite="merge")
+  
+  
+  newData <- data.frame(x1=rnorm(10), x2=rnorm(10))
+  predictions1 <- predict(forest1, newData)
+  predictions2 <- predict(forest2.complete, newData)
+  
+  expect_equal(round(predictions1, digits=6), round(predictions2, digits=6))
+  
+  
+  unlink("trees_deterministic_forests", recursive=TRUE)
+  
+})
diff --git a/tests/testthat/test_factors.R b/tests/testthat/test_factors.R
new file mode 100644
index 0000000..ca94e99
--- /dev/null
+++ b/tests/testthat/test_factors.R
@@ -0,0 +1,36 @@
+context("Train and predict with factors")
+
+test_that("Competing Risks doesn't crash", {
+  set.seed(5)
+
+  sampleData <- data.frame(x=rnorm(100), z=sample(letters[1:3], replace=TRUE, size=100))
+  sampleData$Time <- rexp(100) + abs(sampleData$x)
+  sampleData$delta <- sample(0:2, size = 100, replace=TRUE)
+  
+  testData <- sampleData[1:5,]
+  trainingData <- sampleData[6:100,]
+  
+  forest <- train(CR_Response(delta, Time) ~ x + z, trainingData, ntree=50, numberOfSplits=0, mtry=1, nodeSize=5, cores=2)
+  
+  predictions <- predict(forest, testData)
+  
+  expect_true(T) # show Ok if we got this far
+  
+})
+
+test_that("Regresssion doesn't crash", {
+  set.seed(6)
+  
+  sampleData <- data.frame(x=rnorm(100), z=sample(letters[1:3], replace=TRUE, size=100))
+  sampleData$y <- rexp(100) + sampleData$x
+  
+  testData <- sampleData[1:5,]
+  trainingData <- sampleData[6:100,]
+  
+  forest <- train(y ~ x + z, trainingData, ntree=50, numberOfSplits=0, mtry=1, nodeSize=5, cores=2)
+  
+  predictions <- predict(forest, testData)
+  
+  expect_true(T) # show Ok if we got this far
+  
+})
\ No newline at end of file
diff --git a/tests/testthat/test_na.R b/tests/testthat/test_na.R
new file mode 100644
index 0000000..ebf8ab1
--- /dev/null
+++ b/tests/testthat/test_na.R
@@ -0,0 +1,38 @@
+context("Train and predict with NAs") # previously model.frame removed NAs, causing the responses and covariates to not match up
+
+test_that("Competing Risks doesn't crash", {
+
+  sampleData <- data.frame(x=rnorm(100))
+  sampleData$Time <- rexp(100) + abs(sampleData$x)
+  sampleData$delta <- sample(0:2, size = 100, replace=TRUE)
+  
+  sampleData$x[50:55] <- NA
+  
+  testData <- sampleData[1:5,]
+  trainingData <- sampleData[6:100,]
+  
+  forest <- train(CR_Response(delta, Time) ~ x, trainingData, ntree=50, numberOfSplits=0, mtry=1, nodeSize=5, cores=2)
+  
+  predictions <- predict(forest, testData)
+  
+  expect_true(T) # show Ok if we got this far
+  
+})
+
+test_that("Regresssion doesn't crash", {
+
+  sampleData <- data.frame(x=rnorm(100))
+  sampleData$y <- rexp(100) + sampleData$x
+  
+  sampleData$x[50:55] <- NA
+  
+  testData <- sampleData[1:5,]
+  trainingData <- sampleData[6:100,]
+  
+  forest <- train(y ~ x, trainingData, ntree=50, numberOfSplits=0, mtry=1, nodeSize=5, cores=2)
+  
+  predictions <- predict(forest, testData)
+  
+  expect_true(T) # show Ok if we got this far
+  
+})
\ No newline at end of file
diff --git a/tests/testthat/test_responses_length_1.R b/tests/testthat/test_responses_length_1.R
new file mode 100644
index 0000000..8bdde3d
--- /dev/null
+++ b/tests/testthat/test_responses_length_1.R
@@ -0,0 +1,17 @@
+context("Verify we can have responses of length 1 without a crash")
+
+test_that("CR_Response of length 1 - no censor times", {
+  
+  CR_Response(1,1)
+  
+  expect_true(T) # show Ok if we got this far
+  
+})
+
+test_that("CR_Response of length 1 - no censor times", {
+  
+  CR_Response(1,1,1)
+  
+  expect_true(T) # show Ok if we got this far
+  
+})
\ No newline at end of file
diff --git a/tests/testthat/test_running.R b/tests/testthat/test_running.R
new file mode 100644
index 0000000..34d42e4
--- /dev/null
+++ b/tests/testthat/test_running.R
@@ -0,0 +1,34 @@
+context("Train and predict without error")
+
+test_that("Competing Risks doesn't crash", {
+
+  sampleData <- data.frame(x=rnorm(100))
+  sampleData$T <- rexp(100) + abs(sampleData$x)
+  sampleData$delta <- sample(0:2, size = 100, replace=TRUE)
+  
+  testData <- sampleData[1:5,]
+  trainingData <- sampleData[6:100,]
+  
+  forest <- train(CR_Response(delta, T) ~ x, trainingData, ntree=50, numberOfSplits=0, mtry=1, nodeSize=5, cores=2)
+  
+  predictions <- predict(forest, testData)
+  
+  expect_true(T) # show Ok if we got this far
+  
+})
+
+test_that("Regresssion doesn't crash", {
+
+  sampleData <- data.frame(x=rnorm(100))
+  sampleData$y <- rexp(100) + sampleData$x
+  
+  testData <- sampleData[1:5,]
+  trainingData <- sampleData[6:100,]
+  
+  forest <- train(y ~ x, trainingData, ntree=50, numberOfSplits=0, mtry=1, nodeSize=5, cores=2)
+  
+  predictions <- predict(forest, testData)
+  
+  expect_true(T) # show Ok if we got this far
+  
+})
\ No newline at end of file
diff --git a/tests/testthat/test_running_environment.R b/tests/testthat/test_running_environment.R
new file mode 100644
index 0000000..199de65
--- /dev/null
+++ b/tests/testthat/test_running_environment.R
@@ -0,0 +1,24 @@
+context("Train and predict without error using an environment")
+
+test_that("Training with environment works", {
+
+  sampleData <- data.frame(x=rnorm(100))
+  sampleData$T <- rexp(100) + abs(sampleData$x)
+  sampleData$delta <- sample(0:2, size = 100, replace=TRUE)
+  
+  testData <- sampleData[1:5,]
+  trainingData <- sampleData[6:100,]
+  
+  e <- new.env()
+  e$data <- trainingData
+  rm(trainingData)
+  
+  forest <- train(CR_Response(delta, T) ~ x, e, ntree=50, numberOfSplits=0, mtry=1, nodeSize=5, cores=2)
+  
+  expect_null(e$data)
+  
+  predictions <- predict(forest, testData)
+  
+  expect_true(T) # show Ok if we got this far
+  
+})
diff --git a/tests/testthat/test_saving_loading.R b/tests/testthat/test_saving_loading.R
new file mode 100644
index 0000000..10e09a8
--- /dev/null
+++ b/tests/testthat/test_saving_loading.R
@@ -0,0 +1,26 @@
+context("Train, save, and load without error")
+
+test_that("Can save & load regression example", {
+
+  expect_false(file.exists("trees_saving_loading")) # Folder shouldn't exist yet
+  
+  x1 <- rnorm(1000)
+  x2 <- rnorm(1000)
+  y <- 1 + x1 + x2 + rnorm(1000)
+  
+  data <- data.frame(x1, x2, y)
+  forest <- train(y ~ x1 + x2, data,
+                  ntree=100, numberOfSplits = 5, mtry = 1, nodeSize = 5)
+  
+  
+  save_forest(forest, "trees_saving_loading")
+  new_forest <- load_forest("trees_saving_loading")
+  
+  # try making a little prediction to verify it works
+  newData <- data.frame(x1=seq(from=-3, to=3, by=0.5), x2=0)
+  predictions <- predict(new_forest, newData)              
+  
+  expect_true(file.exists("trees_saving_loading")) # show Ok if we got this far
+  unlink("trees_saving_loading", recursive=TRUE)
+  
+})
diff --git a/tests/testthat/test_saving_offline.R b/tests/testthat/test_saving_offline.R
new file mode 100644
index 0000000..50d39af
--- /dev/null
+++ b/tests/testthat/test_saving_offline.R
@@ -0,0 +1,29 @@
+context("Make sure we can save forests while training")
+
+test_that("Can save a random forest while training, and use it afterward", {
+
+  expect_false(file.exists("trees")) # Folder shouldn't exist yet
+  
+  x1 <- rnorm(1000)
+  x2 <- rnorm(1000)
+  y <- 1 + x1 + x2 + rnorm(1000)
+  
+  data <- data.frame(x1, x2, y)
+  forest <- train(y ~ x1 + x2, data,
+                  ntree=100, numberOfSplits = 5, mtry = 1, nodeSize = 5,
+                  savePath="trees")
+  
+  expect_true(file.exists("trees")) # Something should have been saved
+  
+  # try making a little prediction to verify it works
+  newData <- data.frame(x1=seq(from=-3, to=3, by=0.5), x2=0)
+  predictions <- predict(forest, newData)
+  
+  # Also make sure we can load the forest too
+  newforest <- load_forest("trees")
+  predictions <- predict(newforest, newData)
+  
+  
+  unlink("trees", recursive=TRUE)
+  
+})
\ No newline at end of file
diff --git a/tests/testthat/test_verify_response_not_used_in_formula.R b/tests/testthat/test_verify_response_not_used_in_formula.R
new file mode 100644
index 0000000..7a97d91
--- /dev/null
+++ b/tests/testthat/test_verify_response_not_used_in_formula.R
@@ -0,0 +1,48 @@
+context("Verify that when we use `.` in our formula that we don't include our response as covariates!")
+
+test_that("CompetingRisks - response not included", {
+
+  sampleData <- data.frame(x=rnorm(100))
+  sampleData$Time <- rexp(100) + abs(sampleData$x)
+  sampleData$delta <- sample(0:2, size = 100, replace=TRUE)
+
+  forest <- train(CR_Response(delta, Time) ~ ., sampleData, ntree=50, numberOfSplits=0, mtry=1, nodeSize=5, cores=1)
+  
+  expect_equal(rJava::.jcall(forest$covariateList, "I", "size"), 1)
+  
+})
+
+test_that("CompetingRisksWithCensorTimes - response not included", {
+  
+  sampleData <- data.frame(x=rnorm(100))
+  sampleData$Time <- rexp(100) + abs(sampleData$x)
+  sampleData$CensorTime <- rexp(100) + abs(sampleData$x)
+  sampleData$delta <- sample(0:2, size = 100, replace=TRUE)
+
+  forest <- train(CR_Response(delta, Time, CensorTime) ~ ., sampleData, ntree=50, numberOfSplits=0, mtry=1, nodeSize=5, cores=1)
+  
+  expect_equal(rJava::.jcall(forest$covariateList, "I", "size"), 1)
+  
+})
+
+test_that("Regression - response not included", {
+
+  sampleData <- data.frame(x=rnorm(100))
+  sampleData$y <- rexp(100) + sampleData$x
+  
+  forest <- train(y ~ ., sampleData, ntree=50, numberOfSplits=0, mtry=1, nodeSize=5, cores=1)
+  
+  expect_equal(rJava::.jcall(forest$covariateList, "I", "size"), 1)
+  
+})
+
+test_that("Regression - response not included (with Numeric)", {
+  
+  sampleData <- data.frame(x=rnorm(100))
+  sampleData$y <- rexp(100) + sampleData$x
+  
+  forest <- train(Numeric(y) ~ ., sampleData, ntree=50, numberOfSplits=0, mtry=1, nodeSize=5, cores=1)
+  
+  expect_equal(rJava::.jcall(forest$covariateList, "I", "size"), 1)
+  
+})
\ No newline at end of file