AdaptiveSparsity: Adaptive Sparsity Models

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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.)

Author
Kristen Zygmunt, Eleanor Wong, Tom Fletcher
Date of publication
2014-01-03 18:14:16
Maintainer
Kristen Zygmunt <krismz@sci.utah.edu>
License
LGPL (>= 3.0)
Version
1.4

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Man pages

asggm
Adaptively Sparse Gaussian Graphical Model
asggm-internal
asggm internal functions
aslm
Adaptive Sparse Linear Model
aslm-internal
aslm internal functions
aslm-methods
Methods handled by lm
aslm-package
Adaptive Sparsity Models Model
summary.aslm
Handling aslm objects

Files in this package

AdaptiveSparsity
AdaptiveSparsity/src
AdaptiveSparsity/src/Makevars
AdaptiveSparsity/src/CSL.h
AdaptiveSparsity/src/CSL.cpp
AdaptiveSparsity/NAMESPACE
AdaptiveSparsity/R
AdaptiveSparsity/R/aslm.R
AdaptiveSparsity/R/asggm.R
AdaptiveSparsity/MD5
AdaptiveSparsity/DESCRIPTION
AdaptiveSparsity/man
AdaptiveSparsity/man/aslm.Rd
AdaptiveSparsity/man/aslm-package.Rd
AdaptiveSparsity/man/summary.aslm.Rd
AdaptiveSparsity/man/asggm.Rd
AdaptiveSparsity/man/aslm-methods.Rd
AdaptiveSparsity/man/asggm-internal.Rd
AdaptiveSparsity/man/aslm-internal.Rd