Commit | Line | Data |
---|---|---|
3453829e | 1 | Package: valse |
1196a43d | 2 | Title: Variable Selection with Mixture of Models |
64cceb2e | 3 | Date: 2021-05-16 |
3453829e BA |
4 | Version: 0.1-0 |
5 | Description: Two methods are implemented to cluster data with finite mixture | |
6 | regression models. Those procedures deal with high-dimensional covariates and | |
7 | responses through a variable selection procedure based on the Lasso estimator. | |
8 | A low-rank constraint could be added, computed for the Lasso-Rank procedure. | |
9 | A collection of models is constructed, varying the level of sparsity and the | |
10 | number of clusters, and a model is selected using a model selection criterion | |
6382130f BA |
11 | (slope heuristic, BIC or AIC). Details of the procedure are provided in |
12 | "Model-based clustering for high-dimensional data. Application to functional data" | |
13 | by Emilie Devijver (2016) <arXiv:1409.1333v2>, | |
14 | published in Advances in Data Analysis and Clustering. | |
0ba1b11c | 15 | Author: Benjamin Auder <benjamin.auder@universite-paris-saclay.fr> [aut,cre], |
3453829e | 16 | Emilie Devijver <Emilie.Devijver@kuleuven.be> [aut], |
d57c255b | 17 | Benjamin Goehry <Benjamin.Goehry@math.u-psud.fr> [ctb] |
0ba1b11c | 18 | Maintainer: Benjamin Auder <benjamin.auder@universite-paris-saclay.fr> |
3453829e | 19 | Depends: |
0ba1b11c | 20 | R (>= 3.5.0) |
3453829e BA |
21 | Imports: |
22 | MASS, | |
1196a43d | 23 | parallel, |
1196a43d | 24 | cowplot, |
64cceb2e | 25 | ggplot2, |
1196a43d | 26 | reshape2 |
3453829e BA |
27 | Suggests: |
28 | capushe, | |
859c30ec | 29 | roxygen2 |
64cceb2e | 30 | URL: https://git.auder.net/?p=valse.git |
3453829e | 31 | License: MIT + file LICENSE |
64cceb2e | 32 | RoxygenNote: 7.1.1 |
3453829e BA |
33 | Collate: |
34 | 'plot_valse.R' | |
35 | 'main.R' | |
36 | 'selectVariables.R' | |
37 | 'constructionModelesLassoRank.R' | |
38 | 'constructionModelesLassoMLE.R' | |
39 | 'computeGridLambda.R' | |
40 | 'initSmallEM.R' | |
41 | 'EMGrank.R' | |
42 | 'EMGLLF.R' | |
43 | 'generateXY.R' | |
44 | 'A_NAMESPACE.R' | |
45 | 'util.R' |