351 citations · 738 across the 22 of their papers we have counts for
5 papers · 1 filter
A Unifying Framework of High-Dimensional Sparse Estimation with Difference-of-Convex (DC) Regularizations
Shanshan Cao, Xiaoming Huo, Jong-Shi Pang
Under the linear regression framework, we study the variable selection problem when the underlying model is assumed to have a small number of nonzero coefficients (i.e., the underl…
Exact Penalization of Generalized Nash Equilibrium Problems
Qin Ba, Jong-Shi Pang
This paper presents an exact penalization theory of the generalized Nash equilibrium problem (GNEP) that has its origin from the renowned Arrow-Debreu general economic equilibrium…
Composite Difference-Max Programs for Modern Statistical Estimation Problems
Ying Cui, Jong-Shi Pang, Bodhisattva Sen
Many modern statistical estimation problems are defined by three major components: a statistical model that postulates the dependence of an output variable on the input features; a…
On the Finite Number of Directional Stationary Values of Piecewise Programs
Ying Cui, Jong-Shi Pang
Extending a fundamental result for (indefinite) quadratic programs, this paper shows that certain non-convex piecewise programs have only a finite number of directional stationary…
Solving Linear Programs with Complementarity Constraints using Branch-and-Cut
Bin Yu, John E. Mitchell, Jong-Shi Pang
A linear program with linear complementarity constraints (LPCC) requires the minimization of a linear objective over a set of linear constraints together with additional linear com…