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 - Funding Information:
∗Received by the editors July 25, 2017; accepted for publication (in revised form) July 30, 2019; published electronically November 21, 2019. https://doi.org/10.1137/17M1140479 Funding: The first author’s work is supported by the Ministry of Science and Technology, Taiwan. The research of the second author is supported by the NSERC. The third author’s work is supported by the NSFC (grants 11971220, 11601458). The fourth author’s work is supported by the National Natural Science Foundation of China (grants 11771255, 11801325) and by the Young Innovation Teams of Shandong Province (2019KJI013). †Department of Mathematics, National Taiwan Normal University, Taipei 11677, Taiwan (jschen@ math.ntnu.edu.tw). ‡Corresponding author. Department of Mathematics and Statistics, University of Victoria, Victoria, B.C., Canada V8W 2Y2 (janeye@uvic.ca). §Department of Mathematics, Southern University of Science and Technology, Shenzhen, People’s Republic of China (zhangj9@sustech.edu.cn). ¶Department of Statistics, School of Mathematics and Statistics, Shandong University of Technology, Zibo 255049, People’s Republic of China (jinchuanzhou@163.com).
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
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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 -