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PDSCE (version 1.2.1)

PDSCE-package: Positive definite sparse covariance estimators

Description

A package to compute and tune some positive definite and sparse covariance estimators

Arguments

Details

The main functions are pdsoft, pdsoft.cv, band.chol, and band.chol.cv.

References

Rothman, A. J., Levina, E., and Zhu, J. (2010). A new approach to Cholesky-based covariance regularization in high dimensions. Biometrika 97(3): 539-550.

Rothman, A. J. (2012). Positive definite estimators of large covariance matrices. Biometrika 99(3): 733-740