Optimization

A Distributable and Computation-flexible Assignment Algorithm: From Local Task Swapping to Global Optimality RSS 2012 A Divide-and-Conquer Method for Sparse Inverse Covariance Estimation NeurIPS 2012 Affine Independent Variational Inference NeurIPS 2012 Age-Layered Expectation Maximization for Parameter Learning in Bayesian Networks AISTATS 2012 A General Framework for Structured Sparsity via Proximal Optimization AISTATS 2012 A Geometric take on Metric Learning NeurIPS 2012 A mechanistic model of early sensory processing based on subtracting sparse representations NeurIPS 2012 A Multi-Stage Framework for Dantzig Selector and LASSO JMLR 2012 Analog readout for optical reservoir computers NeurIPS 2012 A new metric on the manifold of kernel matrices with application to matrix geometric means NeurIPS 2012 An Improved GLMNET for L1-regularized Logistic Regression JMLR 2012 A Polylog Pivot Steps Simplex Algorithm for Classification NeurIPS 2012 A Polynomial-time Form of Robust Regression NeurIPS 2012 Approximate Inference by Intersecting Semidefinite Bound and Local Polytope AISTATS 2012 Approximate Inference in Additive Factorial HMMs with Application to Energy Disaggregation AISTATS 2012 Approximate Message Passing with Consistent Parameter Estimation and Applications to Sparse Learning NeurIPS 2012 Approximating Concavely Parameterized Optimization Problems NeurIPS 2012 Approximating Equilibria in Sequential Auctions with Incomplete Information and Multi-Unit Demand NeurIPS 2012 A Primal-Dual Convergence Analysis of Boosting JMLR 2012 A quasi-Newton proximal splitting method NeurIPS 2012 A Simple and Practical Algorithm for Differentially Private Data Release NeurIPS 2012 A Simple Geometric Interpretation of SVM using Stochastic Adversaries AISTATS 2012 A Stochastic Gradient Method with an Exponential Convergence _Rate for Finite Training Sets NeurIPS 2012 A Unifying Perspective of Parametric Policy Search Methods for Markov Decision Processes NeurIPS 2012 Bandit Algorithms boost Brain Computer Interfaces for motor-task selection of a brain-controlled button NeurIPS 2012