This function is included in the package so that it can be used in the
example code provided in spcov
.
GenerateCliquesCovariance(ncliques, cliquesize, theta)
the covariance matrix
symmetric square root
of Sigma
how much the eigenvalues were shifted. See details.
number of blocks
size of each block
magnitude of non-zeros
Jacob Bien and Rob Tibshirani
This function generates a block diagonal positive definite matrix with
randomly-signed, non-zero elements. A shift is added to the diagonal of the
matrix so that its condition number equals p
, the number of
variables.
Bien, J., and Tibshirani, R. (2011), "Sparse Estimation of a Covariance Matrix," accepted for publication in Biometrika.