High Dimensional Locally-Linear Mapping
Overview
Provides a tool for non linear mapping (non linear regression) using a mixture of regression model and an inverse regression strategy. The methods include the GLLiM model (see Deleforge et al (2015) DOI:10.1007/s11222-014-9461-5) based on Gaussian mixtures and a robust version of GLLiM, named SLLiM (see Perthame et al (2016) DOI:10.1016/j.jmva.2017.09.009) based on a mixture of Generalized Student distributions. The methods also include BLLiM (see Blein--Nicolas et al (2024) DOI:10.1093/jrsssc/qlae012) which is an extension of GLLiM with a sparse block diagonal structure for large covariance matrices (particularly interesting for transcriptomic data).
Install
Health
- OK13 OK2026-10-20
- ERROR12 OK, 1 ERROR2026-10-12
- OK13 OK2026-10-09
- ERROR12 OK, 1 ERROR2026-10-08
- OK13 OK2026-08-04
Show 18 earlier changesHide 18 earlier changes
- ERROR11 OK, 1 NOTE, 1 ERROR2026-08-01
- OK13 OK2026-07-10
- ERROR12 OK, 1 ERROR2026-07-04
- OK13 OK2026-07-03
- ERROR12 OK, 1 ERROR2026-06-27
- OK13 OK2026-06-24
- ERROR12 OK, 1 ERROR2026-06-22
- OK13 OK2026-06-19
- ERROR12 OK, 1 ERROR2026-06-17
- OK13 OK2026-06-01
- ERROR12 OK, 1 ERROR2026-05-28
- OK13 OK2026-05-27
- ERROR12 OK, 1 ERROR2026-05-24
- OK13 OK2026-05-04
- ERROR12 OK, 1 ERROR2026-04-28
- OK14 OK2026-03-19
- ERROR13 OK, 1 ERROR2026-03-12
- OK14 OK2026-03-10
Documentation
- Help pages
- 11includes a package overview page
- Examples that run
- 82%9 run in a plain check · 2 hold no code
- Exported functions with examples
- 100%
- Documented parameters
- 100%
- Return-value docs
- 100%
- Help pages citing references
- 73%
Downloads
Dependencies
Installing xLLiM adds 27 packages (13 with compiled code, 17 MB of source tarballs). Heaviest: igraph 4.8 MB, glmnet 2.7 MB, Rcpp 1.8 MB. 1 more not on CRAN is not measured.
Code & Tests
Datasets
People & History
Pick two releases to compare their code metrics.
- RR 4.6.0 released · 2026-04-24
- 2.3.1Latest
- RR 4.5.0 released · 2025-04-11
- RR 4.4.0 released · 2024-04-24
- 2.3
- 2.2.12023-09-11 · diff ↗
- RR 4.3.0 released · 2023-04-21
- RR 4.2.0 released · 2022-04-22
- RR 4.1.0 released · 2021-05-18
- 2.22021-01-04 · diff ↗
- RR 4.0.0 released · 2020-04-24
- RR 3.6.0 released · 2019-04-26
- RR 3.5.0 released · 2018-04-23
- 2.12017-05-23 · diff ↗
- 2.0
- RR 3.4.0 released · 2017-04-21
Show 2 earlier eventsHide 2 earlier events
- 1.02016-12-05
- RR 3.3.0 released · 2016-05-03
Package metadata
- First published
- 2016-12-05
- Total releases
- 7 / 10 yrs
- License
- GPL (>= 2) OSI
- Bundled data
- 54 KB / 3 files
- Download size
- 92 KB
Cite
Cite this package
Run in R for the authors' preferred citation:
citation("xLLiM")This package has no citation file, so citation() returns this entry built from DESCRIPTION.
Cite the R Observatory
For a number measured here: a download total, a coverage figure, an archival date.
From data release v2026-10-22, which the citation names so these numbers can be found later. More on citing and the projects behind them.