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semidefinite programming

147 papers

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SDP

Co-occurring keywords

convex optimization (1320) convex relaxation (112) combinatorial optimization (1039) neural network verification (106) matrix completion (356) matrix factorization (529) global optimization (151) polynomial optimization (18) robustness certification (47) low-rank optimization (24)

Papers

Complexity Theoretic Lower Bounds for Sparse Principal Component Detection COLT 2013
Data-driven Distributionally Robust Polynomial Optimization NIPS 2013
A Fast Semidefinite Approach to Solving Binary Quadratic Problems CVPR 2013
Convex Optimization of Nonlinear Feedback Controllers via Occupation Measures RSS 2013
Approximate Inference by Intersecting Semidefinite Bound and Local Polytope AISTATS 2012
Regularization Paths with Guarantees for Convex Semidefinite Optimization AISTATS 2012
CPRL -- An Extension of Compressive Sensing to the Phase Retrieval Problem NIPS 2012
The Lovász ϑ function, SVMs and finding large dense subgraphs NIPS 2012
Approximating Semidefinite Programs in Sublinear Time NIPS 2011
Information Theoretical Clustering via Semidefinite Programming AISTATS 2011
Finite-Time Regional Verification of Stochastic Nonlinear Systems RSS 2011
Large-Scale Matrix Factorization with Missing Data under Additional Constraints NIPS 2010
Random Conic Pursuit for Semidefinite Programming NIPS 2010
Fast Graph Laplacian Regularized Kernel Learning via Semidefinite–Quadratic–Linear Programming NIPS 2009
Convex Relaxation of Mixture Regression with Efficient Algorithms NIPS 2009
Distance Metric Learning for Large Margin Nearest Neighbor Classification JMLR 2009
Multi-class Discriminant Kernel Learning via Convex Programming JMLR 2008
Convex Relaxations of Latent Variable Training NIPS 2007
Ensemble Clustering using Semidefinite Programming NIPS 2007
Graph Laplacian Regularization for Large-Scale Semidefinite Programming NIPS 2006
Learning the Kernel with Hyperkernels JMLR 2005
Learning the Kernel Matrix with Semidefinite Programming JMLR 2004