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A majorized PAM method with subspace correction for low-rank composite factorization model
This paper concerns a class of low-rank composite factorization models arising from matrix completion.
An inexact LPA for DC composite optimization and application to matrix completions with outliers
This paper concerns a class of DC composite optimization problems which, as an extension of convex composite optimization problems and DC programs with nonsmooth components, often arises in robust factorization models of low-rank matrix recovery.
Column $\ell_{2,0}$-norm regularized factorization model of low-rank matrix recovery and its computation
This paper is concerned with the column $\ell_{2, 0}$-regularized factorization model of low-rank matrix recovery problems and its computation.
Error bound of critical points and KL property of exponent $1/2$ for squared F-norm regularized factorization
This paper is concerned with the squared F(robenius)-norm regularized factorization form for noisy low-rank matrix recovery problems.
KL property of exponent $1/2$ of $\ell_{2,0}$-norm and DC regularized factorizations for low-rank matrix recovery
To cater for the scenario in which only a coarse estimation is available for the rank of the true matrix, an $\ell_{2, 0}$-norm regularized term is added to the factored loss function to reduce the rank adaptively; and account for the ambiguities in the factorization, a balanced term is then introduced.
