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Continuous Optimization

3,907 papers

Papers per year

6
38
155
367
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Papers

Trust Region Newton Method for Logistic Regression JMLR 2008
Optimal Solutions for Sparse Principal Component Analysis JMLR 2008
Coordinate Descent Method for Large-scale L2-loss Linear Support Vector Machines JMLR 2008
Value Function Approximation using Multiple Aggregation for Multiattribute Resource Management JMLR 2008
Ranking Individuals by Group Comparisons JMLR 2008
Model Selection for Regression with Continuous Kernel Functions Using the Modulus of Continuity JMLR 2008
A Numerically Robust LCP Solver for Simulating Articulated Rigid Bodies in Contact RSS 2008
Improving Localization Robustness in Monocular SLAM Using a High-Speed Camera RSS 2008
An Analysis of Convex Relaxations for MAP Estimation NIPS 2007
Simulated Annealing: Rigorous finite-time guarantees for optimization on continuous domains NIPS 2007
Ensemble Clustering using Semidefinite Programming NIPS 2007
A Constraint Generation Approach to Learning Stable Linear Dynamical Systems NIPS 2007
Convex Clustering with Exemplar-Based Models NIPS 2007
Adaptive Embedded Subgraph Algorithms using Walk-Sum Analysis NIPS 2007
Multi-Task Learning via Conic Programming NIPS 2007
Efficient Convex Relaxation for Transductive Support Vector Machine NIPS 2007
Parallelizing Support Vector Machines on Distributed Computers NIPS 2007
Computational Equivalence of Fixed Points and No Regret Algorithms, and Convergence to Equilibria NIPS 2007
A Unified Continuous Optimization Framework for Center-Based Clustering Methods JMLR 2007
General Polynomial Time Decomposition Algorithms JMLR 2007
Value Regularization and Fenchel Duality JMLR 2007
Maximum Entropy Density Estimation with Generalized Regularization and an Application to Species Distribution Modeling JMLR 2007
An Interior-Point Method for Large-Scale l1-Regularized Logistic Regression JMLR 2007
Fast Iterative Kernel Principal Component Analysis JMLR 2007
A Generalized Maximum Entropy Approach to Bregman Co-clustering and Matrix Approximation JMLR 2007