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Lifts of Non-Compact Convex Sets and Cone Factorizations
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作者 WANG Chu ZHI Lihong 《Journal of Systems Science & Complexity》 SCIE EI CSCD 2020年第5期1632-1655,共24页
This paper generalizes the factorization theorem of Gouveia,Parrilo and Thomas to a broader class of convex sets.Given a general convex set,the authors define a slack operator associated to the set and its polar accor... This paper generalizes the factorization theorem of Gouveia,Parrilo and Thomas to a broader class of convex sets.Given a general convex set,the authors define a slack operator associated to the set and its polar according to whether the convex set is full dimensional,whether it is a translated cone and whether it contains lines.The authors strengthen the condition of a cone lift by requiring not only the convex set is the image of an affine slice of a given closed convex cone,but also its recession cone is the image of the linear slice of the closed convex cone.The authors show that the generalized lift of a convex set can also be characterized by the cone factorization of a properly defined slack operator. 展开更多
关键词 Cone factorization convex set lift nonnegative rank POLYHEDRON positive semidefinite rank recession cone
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Global Optimization of Polynomials over Real Algebraic Sets 被引量:1
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作者 WANG Chu YANG Zhi-Hong ZHI Lihong 《Journal of Systems Science & Complexity》 SCIE EI CSCD 2019年第1期158-184,共27页
Let f, g_1, ···, g_s be polynomials in R[X_1, ···, X_n]. Based on topological properties of generalized critical values, the authors propose a method to compute the global in?mum f~? of f... Let f, g_1, ···, g_s be polynomials in R[X_1, ···, X_n]. Based on topological properties of generalized critical values, the authors propose a method to compute the global in?mum f~? of f over an arbitrary given real algebraic set V = {x ∈ R^n| g_1(x) = 0, ···, g_s(x) = 0}, where V is not required to be compact or smooth. The authors also generalize this method to solve the problem of optimizing f over a basic closed semi-algebraic set S = {x ∈ R^n| g_1(x) ≥ 0, ···, g_s(x) ≥ 0}. 展开更多
关键词 POLYNOMIAL optimization REAL ALGEBRAIC set generalized CRITICAL VALUE
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