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Clarke Generalized Jacobian of the Projection onto Symmetric Cones
Authors:Lingchen Kong  Levent Tunçel  Naihua Xiu
Institution:(1) Department of Applied Mathematics, Beijing Jiaotong University, Beijing, 100044, People’s Republic of China;(2) Department of Combinatorics and Optimization, Faculty of Mathematics, University of Waterloo, Waterloo, Ontario, N2L 3G1, Canada
Abstract:In this paper, we give an exact expression for Clarke generalized Jacobian of the projection onto symmetric cones, which generalizes and unifies the existing related results on second-order cones and the cones of symmetric positive semi-definite matrices over the reals. Our characterization of the Clarke generalized Jacobian exposes a connection to rank-one matrices.
Keywords:Clarke generalized Jacobian  Projection  Symmetric cones  Euclidean Jordan algebra
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