Continuous Optimization

Clustering via LP-based Stabilities NeurIPS 2008 Clusters and Coarse Partitions in LP Relaxations NeurIPS 2008 Comments on the Complete Characterization of a Family of Solutions to a Generalized Fisher Criterion JMLR 2008 Coordinate Descent Method for Large-scale L2-loss Linear Support Vector Machines JMLR 2008 Covariance Estimation for High Dimensional Data Vectors Using the Sparse Matrix Transform NeurIPS 2008 Estimating Robust Query Models with Convex Optimization NeurIPS 2008 Fast High-dimensional Kernel Summations Using the Monte Carlo Multipole Method NeurIPS 2008 Improved Moves for Truncated Convex Models NeurIPS 2008 Improving Localization Robustness in Monocular SLAM Using a High-Speed Camera RSS 2008 Model Selection for Regression with Continuous Kernel Functions Using the Modulus of Continuity JMLR 2008 Model Selection in Gaussian Graphical Models: High-Dimensional Consistency of \boldmath$\ell_1$-regularized MLE NeurIPS 2008 Model Selection Through Sparse Maximum Likelihood Estimation for Multivariate Gaussian or Binary Data JMLR 2008 Nonparametric regression and classification with joint sparsity constraints NeurIPS 2008 On the Efficient Minimization of Classification Calibrated Surrogates NeurIPS 2008 On the Generalization Ability of Online Strongly Convex Programming Algorithms NeurIPS 2008 Optimal Solutions for Sparse Principal Component Analysis JMLR 2008 Ranking Individuals by Group Comparisons JMLR 2008 Reconciling Real Scores with Binary Comparisons: A New Logistic Based Model for Ranking NeurIPS 2008 Robust Regression and Lasso NeurIPS 2008 Sparse Signal Recovery Using Markov Random Fields NeurIPS 2008 Support Vector Machinery for Infinite Ensemble Learning JMLR 2008 Trust Region Newton Method for Logistic Regression JMLR 2008 Value Function Approximation using Multiple Aggregation for Multiattribute Resource Management JMLR 2008 A Constraint Generation Approach to Learning Stable Linear Dynamical Systems NeurIPS 2007 Adaptive Embedded Subgraph Algorithms using Walk-Sum Analysis NeurIPS 2007