aslm-package {AdaptiveSparsity}R Documentation

Adaptive Sparsity Models Model

Description

implements the adaptive sparse linear model using Figueiredo's EM algorithm for adaptive sparsity (Jeffreys prior) and the adaptively sparse gaussian graphical model using Wong's parameter-free algorithm.

Author(s)

Kristen Zygmunt, Eleanor Wong, Tom Fletcher

Maintainer: Kristen Zygmunt <krismz@sci.utah.edu>

References

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

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.

See Also

aslm, asggm


[Package AdaptiveSparsity version 1.6 Index]