Commit graph

112 commits

Author SHA1 Message Date
86122fd90d Remove comment that isn't true 2019-01-10 17:34:52 -08:00
31d6ce9b3e Covariates track if they have any NA values, and skip NA handling code if possible 2019-01-10 14:09:43 -08:00
a57741b726 Add PMD rules to pom.xml to enforce higher code quality 2019-01-10 11:23:55 -08:00
a5fe856857 Massive refactor; Use Iterators/Updaters when calculating difference scores for faster calculations.
Changed the covariates to be more clever with how they produce the different splits. In the future (not yet implemented) a clever GroupDifferentiator
could update the current score calculation based just on how many rows moved from one hand to the other. There were a few other changes as well;
TreeTrainer#growTree now accepts a Random as a parameter which is used throughout the entire growing process. This means it's now theoretically
possible to grow trees using a seed, so that results can be fully reproducible.
2019-01-09 21:31:27 -08:00
e892076a05 Add a test for the composite log rank splitting rule.
Add some debug toString capabilities on Nodes and Trees
2019-01-04 11:22:23 -08:00
ae40a2e664 Removed naive mortality error measurement
Naive mortality error was an ad-hoc method I implemented earlier on. It
didn't provide any useful performance, nor was it theoretically
grounded. It's better to remove it before someone accidently uses it.
2018-10-27 19:15:59 -07:00
a887a3cc15 Fix bug in Utils.binarySearchLessThan 2018-10-25 11:21:45 -07:00
ae91dbe9e7 Explicitly store RightContinuousStepFunction in CompetingRiskFunctions
Done so that RUtils is useful. Also optimized imports.
2018-10-25 10:49:43 -07:00
c68f67e47a Massive optimizations;
Refactored how MathFunctions are structured to use more primitives and
less objects.
Optimized competing risk group differentiators to run faster.
Removed alternative competing risk response combiners (may be added back
later)
2018-10-25 10:34:27 -07:00
cce5ad1e0f Add parameter to decide on whether to check for node purity or not 2018-10-15 11:03:35 -07:00
7fba964af9 Optimize CompetingRiskResponseCombiner 2018-10-12 12:11:48 -07:00
aa733d5eba Switch code to storing Covariate.Value using arrays instead of Maps 2018-09-18 11:17:15 -07:00
de39f60314 Make CovariateRow's serializable; add R utility functions. 2018-09-14 18:42:14 -07:00
7008959999 Add functionality to analyze using validation sets 2018-09-13 12:09:20 -07:00
98cb97a1f1 Improve performance by integrating binary search into MathFunction 2018-09-11 17:12:27 -07:00
6e58122380 Optimize MathFunction 2018-09-10 17:16:43 -07:00
e0681763ef Add convenience methods to improve R interface performance 2018-09-10 12:31:35 -07:00
b8024275a9 Fix a bug where CompetingRiskFunctions returns NaNs when using set times
in response combiner
2018-09-01 09:43:42 -07:00
62198f998d Small code cleanup 2018-09-01 09:42:48 -07:00
2fb80df5a5 Add test for CompetingRiskFunctions 2018-08-31 22:32:54 -07:00
8333579a1f Code cleanup; fixed 3 minor bugs in the settings 2018-08-31 13:10:30 -07:00
75f34853ab Migrate to Java 1.8 2018-08-31 12:48:39 -07:00
949c8789e7 Switch HashMaps in CompetingRiskFunctions for ArrayLists
Provides a mild performance improvement.
2018-08-27 19:15:06 -07:00
22944115ee Fix bug where cause specific mortality was using the cumulative hazard
functions instead of the CIF
2018-08-27 13:19:04 -07:00
c85cebb59f Broke two methods in CompetingRiskErrorRateCalculator into static
methods in a new class.
2018-08-27 11:18:56 -07:00
e92abdab13 Add functionality to restart tree training where previously left off. 2018-08-09 16:34:10 -07:00
6d65d48844 Increased test ntree; making test more stable. 2018-08-09 16:33:57 -07:00
55eab76610 Simplied code. 2018-08-08 15:57:28 -07:00
9d9dc9ef8d Optimize tree training so that the best split is not applied twice 2018-08-08 11:34:02 -07:00
74151b94db Add alternative way where functions are computed only at final step. 2018-08-07 15:49:55 -07:00
d85f4eb099 Refactored competing risk combiners and differentiators into their own
packages.
2018-08-07 10:59:19 -07:00
bf56dfb59d Add ability to compute different error rates. 2018-08-07 10:52:52 -07:00
d3994212b6 Fix a bug in naive mortality error measure; implement IPCW concordance
measure if you can provide the censoring distribution.
2018-07-26 12:45:12 -07:00
e1caef6d56 Implement naive mortality error measure 2018-07-25 15:29:09 -07:00
650579a430 Implement naive version of concordance index.
Note that results DO NOT MATCH with randomForestSRC; so take these
results with a grain of salt.
2018-07-25 14:18:50 -07:00
7a77851f94 WIP - Add a CompetingRiskErrorRateCalculator.
Note that tests fail.
2018-07-24 14:35:27 -07:00
d4853f5232 Change how trees are saved so that they are compressed. 2018-07-18 15:29:55 -07:00
dc9d20aa1a Add ability to load gziped CSV files 2018-07-18 10:05:49 -07:00
05f9122b58 Add capability to load trees back into memory. 2018-07-17 13:54:59 -07:00
fffdfe85bf Finish competing risk implementation. Fix a bug in tree training
algorithm.
2018-07-16 16:58:11 -07:00
462b0d9c35 Implement Response & GroupDifferentiators for CompetingRisk problems.
Also adjusted how settings are done to allow for specifying
differentiators & responses that may require arguments.

Note that CompetingRisk code is untested at this point.
2018-07-10 14:43:51 -07:00
4bbb0e0948 Fix a bug whereby FactorCovariate fails when "NA" is provided.
Also improved testing around this.
2018-07-06 13:33:58 -07:00
6b62ad95c3 Add support for loading datasets by CSV files. 2018-07-06 13:21:56 -07:00
fe9ff37dcf Upgraded Settings class to allow for covariates to be built from
provided values.
2018-07-05 19:04:26 -07:00
b010e79269 Add basic Settings class with persistence. 2018-07-05 13:59:52 -07:00
2cdcbe6cbf Refactor different classes into subpackages. 2018-07-05 12:59:29 -07:00
662a6cf761 Add OTFI imputation when training forest.
No tests have been written yet so this is still WIP.
2018-07-05 12:05:07 -07:00
Joel Therrien
c048a285a1 Merge branch '01-factors' of joel/RandomSurvivalForests into master 2018-07-04 20:27:42 +00:00
3b8952e13c Added some tests for FactorCovariate. Moved workshop over to test
codebase.
2018-07-04 13:24:34 -07:00
c7298f7da6 Fix incorrect use of non-concurrent Random object in NumericCovariate. 2018-07-04 12:18:27 -07:00