Mathematics & Optimization

Which graphical models are difficult to learn? NeurIPS 2009 White Functionals for Anomaly Detection in Dynamical Systems NeurIPS 2009 Accelerating Bayesian Inference over Nonlinear Differential Equations with Gaussian Processes NeurIPS 2008 A Convex Upper Bound on the Log-Partition Function for Binary Distributions NeurIPS 2008 Adapting to a Market Shock: Optimal Sequential Market-Making NeurIPS 2008 Adaptive Forward-Backward Greedy Algorithm for Sparse Learning with Linear Models NeurIPS 2008 Adaptive Template Matching with Shift-Invariant Semi-NMF NeurIPS 2008 A general framework for investigating how far the decoding process in the brain can be simplified NeurIPS 2008 Algorithms for Infinitely Many-Armed Bandits NeurIPS 2008 An Extended Level Method for Efficient Multiple Kernel Learning NeurIPS 2008 An Extension on “Statistical Comparisons of Classifiers over Multiple Data Sets” for all Pairwise Comparisons JMLR 2008 An Homotopy Algorithm for the Lasso with Online Observations NeurIPS 2008 An improved estimator of Variance Explained in the presence of noise NeurIPS 2008 An Information Criterion for Variable Selection in Support Vector Machines JMLR 2008 An interior-point stochastic approximation method and an L1-regularized delta rule NeurIPS 2008 An Online Algorithm for Maximizing Submodular Functions NeurIPS 2008 A Numerically Robust LCP Solver for Simulating Articulated Rigid Bodies in Contact RSS 2008 A Recursive Method for Structural Learning of Directed Acyclic Graphs JMLR 2008 Automatic online tuning for fast Gaussian summation NeurIPS 2008 Automatic PCA Dimension Selection for High Dimensional Data and Small Sample Sizes JMLR 2008 Bayesian Experimental Design of Magnetic Resonance Imaging Sequences NeurIPS 2008 Bayesian Model of Behaviour in Economic Games NeurIPS 2008 Bayesian Network Score Approximation using a Metagraph Kernel NeurIPS 2008 Biasing Approximate Dynamic Programming with a Lower Discount Factor NeurIPS 2008 Bounding Performance Loss in Approximate MDP Homomorphisms NeurIPS 2008