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fastHICA (version 1.0.2)

Hierarchical Independent Component Analysis: a Multi-Scale Sparse Non-Orthogonal Data-Driven Basis

Description

It implements HICA (Hierarchical Independent Component Analysis) algorithm. This approach, obtained through the integration between treelets and Independent Component Analysis, is able to provide a multi-scale non-orthogonal data-driven basis, whose elements have a phenomenological interpretation according to the problem under study.

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Version

Install

install.packages('fastHICA')

Monthly Downloads

27

Version

1.0.2

License

GPL (>= 2)

Maintainer

Last Published

May 12th, 2015

Functions in fastHICA (1.0.2)

extract_hica

Extraction of score and loading matrices.
energy_hica

Energy criterion
basis_hica

Construction of the HICA basis
similarity_hica

Estimate of the similarity matrix