Global Optimization

A Stepwise uncertainty reduction approach to constrained global optimization AISTATS 2014 Bayesian Multi-Scale Optimistic Optimization AISTATS 2014 BayesOpt: A Bayesian Optimization Library for Nonlinear Optimization, Experimental Design and Bandits JMLR 2014 Efficient Pruning LMI Conditions for Branch-and-Prune Rank and Chirality-Constrained Estimation of the Dual Absolute Quadric CVPR 2014 Global Optimization Methods for Extended Fisher Discriminant Analysis AISTATS 2014 Predictive Entropy Search for Efficient Global Optimization of Black-box Functions NeurIPS 2014 Sparsity on Statistical Simplexes and Diversity in Social Ranking ACML 2014 Stereo under Sequential Optimal Sampling: A Statistical Analysis Framework for Search Space Reduction CVPR 2014 A Practical Rank-Constrained Eight-Point Algorithm for Fundamental Matrix Estimation CVPR 2013 Deterministic Fitting of Multiple Structures Using Iterative MaxFS with Inlier Scale Estimation ICCV 2013 Efficient 3D Endfiring TRUS Prostate Segmentation with Globally Optimized Rotational Symmetry CVPR 2013 Global Solver and Its Efficient Approximation for Variational Bayesian Low-rank Subspace Clustering NeurIPS 2013 Go-ICP: Solving 3D Registration Efficiently and Globally Optimally ICCV 2013 Entropy Search for Information-Efficient Global Optimization JMLR 2012 Globally Optimizing Graph Partitioning Problems Using Message Passing AISTATS 2012 Budgeted Optimization with Concurrent Stochastic-Duration Experiments NeurIPS 2011 Contextual Gaussian Process Bandit Optimization NeurIPS 2011 Global Optimization of Robotic Grasps RSS 2011 Optimistic Optimization of a Deterministic Function without the Knowledge of its Smoothness NeurIPS 2011 Structure Learning for Optimization NeurIPS 2011 Individualized ROI Optimization via Maximization of Group-wise Consistency of Structural and Functional Profiles NeurIPS 2010 REGO: Rank-based Estimation of Renyi Information using Euclidean Graph Optimization AISTATS 2010 Evolutionary Model Type Selection for Global Surrogate Modeling JMLR 2009 Simulated Annealing: Rigorous finite-time guarantees for optimization on continuous domains NeurIPS 2007 Branch and Bound for Semi-Supervised Support Vector Machines NeurIPS 2006