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corpcor (version 1.0.0)

Efficient Estimation of Covariance and (Partial) Correlation

Description

This package implements a shrinkage estimator to allow the efficient inference of large-scale covariance matrices from small sample data. The resulting estimates are always positive definite, more accurate than the empirical estimate, well conditioned, computationally inexpensive, and require only little a priori modeling. The package also contains similar functions for inferring correlations and partial correlations. In addition, it provides functions for fast svd computation, for computing the pseuoinverse, and for checking the rank and positive definiteness of a matrix.

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Install

install.packages('corpcor')

Monthly Downloads

35,468

Version

1.0.0

License

GPL version 2 or newer

Last Published

August 10th, 2005

Functions in corpcor (1.0.0)