constrained optimization

Predictive Entropy Search for Bayesian Optimization with Unknown Constraints ICML 2015 Regularization-Free Estimation in Trace Regression with Symmetric Positive Semidefinite Matrices NeurIPS 2015 Stay on path: PCA along graph paths ICML 2015 A Stepwise uncertainty reduction approach to constrained global optimization AISTATS 2014 Bayesian Optimization with Inequality Constraints ICML 2014 Manopt, a Matlab Toolbox for Optimization on Manifolds JMLR 2014 Matrix factorization with binary components NeurIPS 2013 Projected Natural Actor-Critic NeurIPS 2013 A Family of MCMC Methods on Implicitly Defined Manifolds AISTATS 2012 Scaling MPE Inference for Constrained Continuous Markov Random Fields with Consensus Optimization NeurIPS 2012 Spectral Learning of General Weighted Automata via Constrained Matrix Completion NeurIPS 2012 Trading Regret for Efficiency: Online Convex Optimization with Long Term Constraints JMLR 2012 Thinning Measurement Models and Questionnaire Design NeurIPS 2011 An Inverse Power Method for Nonlinear Eigenproblems with Applications in 1-Spectral Clustering and Sparse PCA NeurIPS 2010 Avoiding False Positive in Multi-Instance Learning NeurIPS 2010 Covariance Estimation for High Dimensional Data Vectors Using the Sparse Matrix Transform NeurIPS 2008 A Fast and Practical Algorithm for Generalized Penetration Depth Computation RSS 2007 Bayesian Network Learning with Parameter Constraints JMLR 2006