gbts: Hyperparameter Search for Gradient Boosted Trees

An implementation of hyperparameter optimization for Gradient Boosted Trees on binary classification and regression problems. The current version provides two optimization methods: Bayesian optimization and random search.

Author
Waley W. J. Liang
Date of publication
2016-10-17 01:03:17
Maintainer
Waley W. J. Liang <wliang10@gmail.com>
License
GPL (>= 2) | file LICENSE
Version
1.0.1

View on CRAN

Man pages

boston_housing
Boston housing data
comperf
Compute model performance
gbts
Hyperparameter Search for Gradient Boosted Trees
german_credit
German credit data
predict.gbts
Predict method for optimized Gradient Boosted Trees

Files in this package

gbts
gbts/tests
gbts/tests/testthat.R
gbts/tests/testthat
gbts/tests/testthat/test-utility-acc.R
gbts/tests/testthat/test-utility-comperf.R
gbts/tests/testthat/test-utility-auc.R
gbts/tests/testthat/test-utility-ks.R
gbts/tests/testthat/test-utility-mae.R
gbts/tests/testthat/test-utility-dev.R
gbts/tests/testthat/test-utility-roc.R
gbts/tests/testthat/test-utility-mse.R
gbts/tests/testthat/test-utility-rsq.R
gbts/NAMESPACE
gbts/NEWS.md
gbts/data
gbts/data/boston_housing.RData
gbts/data/german_credit.RData
gbts/R
gbts/R/gbt.R
gbts/R/gbts.R
gbts/R/data.R
gbts/R/utility.R
gbts/README.md
gbts/MD5
gbts/DESCRIPTION
gbts/man
gbts/man/german_credit.Rd
gbts/man/comperf.Rd
gbts/man/predict.gbts.Rd
gbts/man/gbts.Rd
gbts/man/boston_housing.Rd
gbts/LICENSE