plgp
1.1-13Particle Learning of Gaussian Processes
Overview
Sequential Monte Carlo (SMC) inference for fully Bayesian Gaussian process (GP) regression and classification models by particle learning (PL) following Gramacy & Polson (2011) doi:10.48550/arXiv.0909.5262. The sequential nature of inference and the active learning (AL) hooks provided facilitate thrifty sequential design (by entropy) and optimization (by improvement) for classification and regression models, respectively. This package essentially provides a generic PL interface, and functions (arguments to the interface) which implement the GP models and AL heuristics. Functions for a special, linked, regression/classification GP model and an integrated expected conditional improvement (IECI) statistic provide for optimization in the presence of unknown constraints. Separable and isotropic Gaussian, and single-index correlation functions are supported. See the examples section of ?plgp and demo(package="plgp") for an index of demos.
Install
Health
- OK2026-08-0513 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
- NOTE2026-08-0112 OK · 1 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
- OK2026-03-1014 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
Documentation
- Examples that run
- 100%
- Documented parameters
- 100%
- Return-value docs
- 93%
- References docs
- 93%
Downloads
Dependencies
Code & Tests
People & History
14 releases. Pick two to compare their code metrics. R releases are shown for context.
- RR 4.6.0 released · 2026-04-24
- 1.1-13Latest
- RR 4.5.0 released · 2025-04-11
- RR 4.4.0 released · 2024-04-24
- RR 4.3.0 released · 2023-04-21
- 1.1-122022-10-19 · diff ↗
- 1.1-112022-06-10 · diff ↗
- RR 4.2.0 released · 2022-04-22
- 1.1-102022-04-18 · diff ↗
- 1.1-92022-04-06 · diff ↗
- 1.1-82022-03-31 · diff ↗
- RR 4.1.0 released · 2021-05-18
- RR 4.0.0 released · 2020-04-24
- RR 3.6.0 released · 2019-04-26
- RR 3.5.0 released · 2018-04-23
- RR 3.4.0 released · 2017-04-21
Show 17 earlier events
- RR 3.3.0 released · 2016-05-03
- RR 3.2.0 released · 2015-04-16
- 1.1-72014-12-02 · diff ↗
- RR 3.1.0 released · 2014-04-10
- RR 3.0.0 released · 2013-04-03
- 1.1-52012-07-24 · diff ↗
- RR 2.15.0 released · 2012-03-30
- 1.1-42012-01-21 · diff ↗
- RR 2.14.0 released · 2011-10-31
- 1.1-32011-09-03 · diff ↗
- 1.1-22011-08-23 · diff ↗
- RR 2.13.0 released · 2011-04-13
- 1.1-12011-04-08 · diff ↗
- RR 2.12.0 released · 2010-10-15
- 1.12010-09-21 · diff ↗
- 1.02010-05-01
- RR 2.11.0 released · 2010-04-22
Package metadata
- First published
- 2010-05-01
- Total releases
- 14 / 16 yrs
- License
- LGPL
- Minimum R
- ≥ 2.4
- Download size
- 54 KB
- Installed size
- not tracked yet
- With dependencies
- not tracked yet
Cite
Cite this package
Run in R for the authors' preferred citation:
citation("plgp")This is what citation() produces when a package has no citation file of its own. If it prints something else, use that.
Cite the R Observatory
For a number measured here: a download total, a coverage figure, an archival date.
From data release v2026-08-16, which the citation names so these numbers can be found later. More on citing and the projects behind them.