collaborators

5 papers

math.OC2019

Second-order optimality conditions for SDCMPCC and application to rank optimization problems

Yulan Liu, Shaohua Pan

This paper is concerned with second-order optimality conditions for the mathematical program with semidefinite cone complementarity constraints (SDCMPCC).To achieve this goal, we f…

math.OC2019

Several classes of stationary points for rank regularized minimization problems

Yulan Liu, Shaohua Pan

For the rank regularized minimization problem, we introduce several kinds of stationary points by the problem itself and its equivalent reformulations including the mathematical pr…

math.OC2018

Subregularity of subdifferential mappings relative to the critical set and KL property of exponent 1/2

Shaohua Pan, Yulan Liu

For a proper extended real-valued function, this work focuses on the relationship between the subregularity of its subdifferential mapping relative to the critical set and its KL p…

stat.ML2018

Equivalent Lipschitz surrogates for zero-norm and rank optimization problems

Yulan Liu, Shujun Bi, Shaohua Pan

This paper proposes a mechanism to produce equivalent Lipschitz surrogates for zero-norm and rank optimization problems by means of the global exact penalty for their equivalent ma…

math.OC2018

Strong calmness of perturbed KKT system for a class of conic programming with degenerate solutions

Yulan Liu, Shaohua Pan

This paper is concerned with the strong calmness of the KKT solution mapping for a class of canonically perturbed conic programming, which plays a central role in achieving fast co…