Learn R Programming

AdaptiveSparsity (version 1.6)

Adaptive Sparsity Models

Description

Implements Figueiredo EM algorithm for adaptive sparsity (Jeffreys prior) (see Figueiredo, M.A.T.; , "Adaptive sparseness for supervised learning," Pattern Analysis and Machine Intelligence, IEEE Transactions on , vol.25, no.9, pp. 1150- 1159, Sept. 2003) and Wong algorithm for adaptively sparse gaussian geometric models (see Wong, Eleanor, Suyash Awate, and P. Thomas Fletcher. "Adaptive Sparsity in Gaussian Graphical Models." In Proceedings of the 30th International Conference on Machine Learning (ICML-13), pp. 311-319. 2013.)

Copy Link

Version

Install

install.packages('AdaptiveSparsity')

Monthly Downloads

92

Version

1.6

License

LGPL (>= 3.0)

Maintainer

Kris Campbell

Last Published

August 20th, 2018

Functions in AdaptiveSparsity (1.6)

summary.aslm

Handling aslm objects
asggm-internal

asggm internal functions
asggm

Adaptively Sparse Gaussian Graphical Model
aslm-internal

aslm internal functions
aslm-methods

Methods handled by lm
aslm-package

Adaptive Sparsity Models Model
aslm

Adaptive Sparse Linear Model