TY - JOUR
T1 - Exact formula for the second-order tangent set of the second-order cone complementarity sET∗
AU - Chen, Jein Shan
AU - Ye, Jane J.
AU - Zhang, Jin
AU - Zhou, Jinchuan
N1 - Publisher Copyright:
Copyright © by SIAM.
PY - 2019
Y1 - 2019
N2 - The second-order tangent set is an important concept in describing the curvature of the set involved. Due to the existence of the complementarity condition, the second-order cone (SOC) complementarity set is a nonconvex set. Moreover, unlike the vector complementarity set, the SOC complementarity set is not even the union of finitely many polyhedral convex sets. Despite these difficulties, we succeed in showing that like the vector complementarity set, the SOC complementarity set is second-order directionally differentiable and an exact formula for the second-order tangent set of the SOC complementarity set can be given. We derive these results by establishing the relationship between the second-order tangent set of the SOC complementarity set and the second-order directional derivative of the projection operator over the SOC, and calculating the second-order directional derivative of the projection operator over the SOC. As an application, we derive second-order necessary optimality conditions for the mathematical program with SOC complementarity constraints.
AB - The second-order tangent set is an important concept in describing the curvature of the set involved. Due to the existence of the complementarity condition, the second-order cone (SOC) complementarity set is a nonconvex set. Moreover, unlike the vector complementarity set, the SOC complementarity set is not even the union of finitely many polyhedral convex sets. Despite these difficulties, we succeed in showing that like the vector complementarity set, the SOC complementarity set is second-order directionally differentiable and an exact formula for the second-order tangent set of the SOC complementarity set can be given. We derive these results by establishing the relationship between the second-order tangent set of the SOC complementarity set and the second-order directional derivative of the projection operator over the SOC, and calculating the second-order directional derivative of the projection operator over the SOC. As an application, we derive second-order necessary optimality conditions for the mathematical program with SOC complementarity constraints.
KW - Mathematical program with second-order cone complementarity constraints
KW - Projection operator
KW - Second-order cone complementarity sets
KW - Second-order directional derivatives
KW - Second-order necessary optimality conditions
KW - Second-order tangent sets
UR - https://www.scopus.com/pages/publications/85076174096
UR - https://www.scopus.com/pages/publications/85076174096#tab=citedBy
U2 - 10.1137/17M1140479
DO - 10.1137/17M1140479
M3 - Article
AN - SCOPUS:85076174096
SN - 1052-6234
VL - 29
SP - 2986
EP - 3011
JO - SIAM Journal on Optimization
JF - SIAM Journal on Optimization
IS - 4
ER -