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SIAMJO
2010
89views more  SIAMJO 2010»
13 years 5 months ago
A New Sequential Optimality Condition for Constrained Optimization and Algorithmic Consequences
Necessary first-order sequential optimality conditions provide adequate theoretical tools to justify stopping criteria for nonlinear programming solvers. These conditions are sati...
Roberto Andreani, José Mario Martíne...
SIAMJO
2010
76views more  SIAMJO 2010»
13 years 5 months ago
A Derivative-Free Algorithm for Least-Squares Minimization
Hongchao Zhang, Andrew R. Conn, Katya Scheinberg
SIAMJO
2010
110views more  SIAMJO 2010»
13 years 5 months ago
Estimating Bounds for Quadratic Assignment Problems Associated with Hamming and Manhattan Distance Matrices Based on Semidefinit
Quadratic assignment problems (QAPs) with a Hamming distance matrix for a hypercube or a Manhattan distance matrix for a rectangular grid arise frequently from communications and ...
Hans D. Mittelmann, Jiming Peng
SIAMJO
2010
127views more  SIAMJO 2010»
13 years 5 months ago
Trace Norm Regularization: Reformulations, Algorithms, and Multi-Task Learning
We consider a recently proposed optimization formulation of multi-task learning based on trace norm regularized least squares. While this problem may be formulated as a semidefini...
Ting Kei Pong, Paul Tseng, Shuiwang Ji, Jieping Ye
SIAMJO
2010
72views more  SIAMJO 2010»
13 years 5 months ago
Random Convex Programs
Giuseppe Carlo Calafiore
SIAMJO
2010
130views more  SIAMJO 2010»
13 years 5 months ago
A Randomized Cutting Plane Method with Probabilistic Geometric Convergence
Abstract. We propose a randomized method for general convex optimization problems; namely, the minimization of a linear function over a convex body. The idea is to generate N rando...
Fabrizio Dabbene, P. S. Shcherbakov, Boris T. Poly...
SIAMJO
2010
74views more  SIAMJO 2010»
13 years 5 months ago
A Continuation Method for Nonlinear Complementarity Problems over Symmetric Cones
In this paper, we introduce a new P-type condition for nonlinear functions defined over Euclidean Jordan algebras, and study a continuation method for nonlinear complementarity pro...
Chek Beng Chua, Peng Yi
SIAMJO
2010
88views more  SIAMJO 2010»
13 years 5 months ago
A Primal-Dual Exterior Point Method for Nonlinear Optimization
In this paper, a primal dual method for general possible nonconvex nonlinear optimization problems is considered. The method is an exterior point type method which means that it p...
Hiroshi Yamashita, Takahito Tanabe