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Optimization

14207 directly classified papers

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Papers

Off-policy Model-based Learning under Unknown Factored Dynamics ICML 2015
Approximate Dynamic Programming for Two-Player Zero-Sum Markov Games ICML 2015
Predictive Entropy Search for Bayesian Optimization with Unknown Constraints ICML 2015
Maximum Persistency via Iterative Relaxed Inference With Graphical Models CVPR 2015
Paired-Dual Learning for Fast Training of Latent Variable Hinge-Loss MRFs ICML 2015
Maximum Margin Partial Label Learning ACML 2015
Sensor Selection for Crowdsensing Dynamical Systems AISTATS 2015
Robust Multivariate Regression with Grossly Corrupted Observations and Its Application to Personality Prediction ACML 2015
Preserving Privacy of Continuous High-dimensional Data with Minimax Filters AISTATS 2015
Stochastic Structured Variational Inference AISTATS 2015
Efficient Second-Order Gradient Boosting for Conditional Random Fields AISTATS 2015
Unifying Local Consistency and MAX SAT Relaxations for Scalable Inference with Rounding Guarantees AISTATS 2015
Tracking Approximate Solutions of Parameterized Optimization Problems over Multi-Dimensional (Hyper-)Parameter Domains ICML 2015
Faster Rates for the Frank-Wolfe Method over Strongly-Convex Sets ICML 2015
Stochastic Dual Coordinate Ascent with Adaptive Probabilities ICML 2015
An Online Learning Algorithm for Bilinear Models ICML 2015
Proximal Average Approximated Incremental Gradient Method for Composite Penalty Regularized Empirical Risk Minimization ACML 2015
Complex Event Detection using Semantic Saliency and Nearly-Isotonic SVM ICML 2015
\ell_1,p-Norm Regularization: Error Bounds and Convergence Rate Analysis of First-Order Methods ICML 2015
Convex Learning of Multiple Tasks and their Structure ICML 2015
PeakSeg: constrained optimal segmentation and supervised penalty learning for peak detection in count data ICML 2015
Coordinate Descent Converges Faster with the Gauss-Southwell Rule Than Random Selection ICML 2015
Submodularity in Data Subset Selection and Active Learning ICML 2015
Sparse Submodular Probabilistic PCA AISTATS 2015
Subsampling Methods for Persistent Homology ICML 2015