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RandPro (version 0.1.0)

Random Projection

Description

Performs random projection using Johnson-Lindenstrauss (JL) Lemma (see William B.Johnson and Joram Lindenstrauss (1984) ). Random Projection is a technique, where the data in the high dimensional space is projected into the low dimensional space using JL transform. The original high dimensional data matrix is multiplied with the low dimensional random matrix which results in reduced matrix. The random matrix can be generated by Gaussian matrix or sparse matrix.

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Version

Install

install.packages('RandPro')

Monthly Downloads

145

Version

0.1.0

License

GPL (>= 2)

Maintainer

Siddharth R

Last Published

January 11th, 2017

Functions in RandPro (0.1.0)

find_dim_JL

Johnson - Lindenstrauss Function
form_gauss_matrix

Form Gaussian Matrix
form_sparse_matrix

Form Sparse Random Matrix