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AMIAS (version 1.0.1)

Alternating Minimization Induced Active Set Algorithms

Description

An implementation of alternating minimization induced active set (AMIAS) method for solving the L0 regularized learning problems. It includes a piecewise smooth estimator by minimizing the least squares function with constraints on the number of kink points in the discrete derivatives. It also includes generalized structural sparsity via composite L0 penalty. Both time series and image segmentation can be handled by this package.

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Version

Install

install.packages('AMIAS')

Monthly Downloads

36

Version

1.0.1

License

LGPL-3

Maintainer

Canhong Wen

Last Published

November 21st, 2017

Functions in AMIAS (1.0.1)

plot.AMIAS.1d

plot observe data with fitted value for AMIAS model
my.rollmean

Specil Rolling Means
AMIAS

Alternating Minimization Induced Active Set Algorithms(1d)
AMIAS2d

Alternating Minimization Induced Active Set Algorithms(2d)
genDXX

Generate D Matrix