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Spectral density of sparse sample covariance matrices

Spectral density of sparse sample covariance matrices

Applying the replica method of statistical mechanics, we evaluate the eigenvalue density of the large random matrix (sample covariance matrix) of the form J = ATA, where A is an M × N real sparse random matrix. The difference from a dense random matrix is the most significant in the …