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gbts

Hyperparameter Search for Gradient Boosted Trees

v1.2.0 · Feb 27, 2017 · GPL (>= 2) | file LICENSE

Description

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. Instead of giving the single best model, the final output is an ensemble of Gradient Boosted Trees constructed via the method of ensemble selection.

Downloads

CRAN

547

Last 30 days

6922nd

1.7K

Last 90 days

6.8K

Last year

Trend: +5.2% (30d vs prior 30d)

r2u CRAN

1

Last 30 days

25

Last 90 days

98

Last year

Trend: -90% (30d vs prior 30d)

autoCRAN

5

Last 7 days

11

Last 30 days

0

All-time

autoCRAN-only: this name is served only by autoCRAN, so the count is exact.

CRAN Check Status

2 NOTE
11 OK
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Flavor Status
r-devel-linux-x86_64-debian-clang NOTE
r-devel-linux-x86_64-debian-gcc NOTE
r-devel-linux-x86_64-fedora-clang OK
r-devel-linux-x86_64-fedora-gcc OK
r-devel-windows-x86_64 OK
r-oldrel-macos-arm64 OK
r-oldrel-macos-x86_64 OK
r-oldrel-windows-x86_64 OK
r-patched-linux-x86_64 OK
r-release-linux-x86_64 OK
r-release-macos-arm64 OK
r-release-macos-x86_64 OK
r-release-windows-x86_64 OK
Check details (2 non-OK)
NOTE r-devel-linux-x86_64-debian-clang

CRAN incoming feasibility

Maintainer: ‘Waley W. J. Liang <wliang10@gmail.com>’

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  Authors@R: person(given = c("Waley", "W.", "J."),
                    family = "Liang",
                    role = c("aut", "cre"),
                    email = "wliang10@gmail.com")
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NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Waley W. J. Liang <wliang10@gmail.com>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: person(given = c("Waley", "W.", "J."),
                    family = "Liang",
                    role = c("aut", "cre"),
                    email = "wliang10@gmail.com")
as necessary.

Check History

NOTE 12 OK · 2 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026
NOTE r-devel-linux-x86_64-debian-clang

CRAN incoming feasibility

Maintainer: ‘Waley W. J. Liang <wliang10@gmail.com>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: person(given = c("Waley", "W.", "J."),
                    family = "Liang",
                    role = c("aut", "cre"),
                    email = "wliang10@gmail.com")
as necessary.
NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Waley W. J. Liang <wliang10@gmail.com>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: person(given = c("Waley", "W.", "J."),
                    family = "Liang",
                    role = c("aut", "cre"),
                    email = "wliang10@gmail.com")
as necessary.

Code

Structure

Lines of code

1,975

Files

26

Compiled share

0%

Has compiled src

No

Language breakdown

R 1,381 (69.9%)Tests 175 (8.9%)Docs 419 (21.2%)

API

Exported functions

2

Internal functions

19

Recent export changes

v1.0.0+2 comperf, gbts

Testing & CI

Has tests

Yes

Test-to-code ratio

0.13

testthat edition

CI present

No

CI type

[]

PR gated

No

Docs

Return-value doc rate

100%

\dontrun example ratio

50%

Roxygen coverage

100%

Has pkgdown

No

NEWS present

Yes

Health & Security signals

Informational signals; not verdicts.

on.exit coverage

Unsafe pattern score

0

Dep constraint coverage

0%

Secret pattern count

0

Bundled 3rd-party code

2 items

Portability & License

Min R version

3.3.0

System requirements

C++ standard

License

GPL (>= 2) | file LICENSE

License flags

SPDX valid, not OSI

History

Versions

3

First release

2016-10-08

Latest release

2017-02-27

Avg cadence

71 days

Cold removal rate

Dep drift

1

LOC over versions

v1.0.0: 1,860 LOCv1.0.1: 1,888 LOCv1.2.0: 1,975 LOC

Per-file churn detail lives in the source pipeline: https://github.com/r-observatory/cran-code-metrics.

Dependency Network

Dependencies Reverse dependencies doParallel doRNG foreach gbm earth gbts

Version History

4 tracked
new 1.2.0 Mar 10, 2026
updated 1.2.0 ← 1.0.1 diff Feb 26, 2017
updated 1.0.1 ← 1.0.0 diff Oct 16, 2016
new 1.0.0 Oct 7, 2016