The leading eigenvector refers to the steady state distribution; the next few eigenvectors correspond to the slower decay modes of the random walk process and capture the densely interacting domains that are highly significant in contact maps.
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HiC-spector: a matrix library for spectral and reproducibility analysis of Hi-C contact maps.
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