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High-dimensional analysis of semidefinite relaxations for sparse prin- cipal components

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The Overlap Gap Property in Principal Submatrix Recovery

math.PR · 2019-08-26 · accept · novelty 7.0

A sharp information-theoretic threshold for approximate recovery of a planted sparse submatrix is derived, and an overlap gap property is proved that blocks local MCMC algorithms in a conjecturally hard phase.

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  • The Overlap Gap Property in Principal Submatrix Recovery math.PR · 2019-08-26 · accept · none · ref 6

    A sharp information-theoretic threshold for approximate recovery of a planted sparse submatrix is derived, and an overlap gap property is proved that blocks local MCMC algorithms in a conjecturally hard phase.