RPEnsemble
0.5Random Projection Ensemble Classification
Overview
Implements the methodology of "Cannings, T. I. and Samworth, R. J. (2017) Random-projection ensemble classification, J. Roy. Statist. Soc., Ser. B. (with discussion), 79, 959--1035". The random projection ensemble classifier is a general method for classification of high-dimensional data, based on careful combination of the results of applying an arbitrary base classifier to random projections of the feature vectors into a lower-dimensional space. The random projections are divided into non-overlapping blocks, and within each block the projection yielding the smallest estimate of the test error is selected. The random projection ensemble classifier then aggregates the results of applying the base classifier on the selected projections, with a data-driven voting threshold to determine the final assignment.
Install
Health
- NOTE r-devel-linux-x86_64-debian-clang
- NOTE r-devel-linux-x86_64-debian-gcc
- NOTE2026-03-1012 OK · 2 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
Documentation
- Examples that run
- 100%
- Documented parameters
- 100%
- Return-value docs
- 100%
- References docs
- 100%
Downloads
Dependencies
Nothing depends on this yet.
Code & Tests
Datasets
People & History
Author records are not tracked yet for this package.
5 releases. Pick two to compare their code metrics. R releases are shown for context.
- RR 4.6.0 released · 2026-04-24
- RR 4.5.0 released · 2025-04-11
- RR 4.4.0 released · 2024-04-24
- RR 4.3.0 released · 2023-04-21
- RR 4.2.0 released · 2022-04-22
- RR 4.1.0 released · 2021-05-18
- 0.5Latest
- RR 4.0.0 released · 2020-04-24
- RR 3.6.0 released · 2019-04-26
- RR 3.5.0 released · 2018-04-23
- 0.42017-10-07 · diff ↗
- RR 3.4.0 released · 2017-04-21
- 0.32016-09-01 · diff ↗
- RR 3.3.0 released · 2016-05-03
- 0.22015-05-08 · diff ↗
- 0.12015-05-05
Show 1 earlier events
- RR 3.2.0 released · 2015-04-16
Package metadata
- First published
- 2015-05-05
- Total releases
- 5 / 11 yrs
- License
- GPL-3 OSI
- Minimum R
- ≥ 3.4.0
- Bundled data
- 75 KB / 1 file
- Download size
- 85 KB
- Installed size
- not tracked yet
- With dependencies
- not tracked yet
Cite
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