convex optimization

Approximating Concavely Parameterized Optimization Problems NeurIPS 2012 A quasi-Newton proximal splitting method NeurIPS 2012 A Stochastic Gradient Method with an Exponential Convergence _Rate for Finite Training Sets NeurIPS 2012 Calibrated Elastic Regularization in Matrix Completion NeurIPS 2012 Classification Calibration Dimension for General Multiclass Losses NeurIPS 2012 Coherence Functions with Applications in Large-Margin Classification Methods JMLR 2012 Communication/Computation Tradeoffs in Consensus-Based Distributed Optimization NeurIPS 2012 Compressive Sensing MRI with Wavelet Tree Sparsity NeurIPS 2012 Convex Multi-view Subspace Learning NeurIPS 2012 CPRL -- An Extension of Compressive Sensing to the Phase Retrieval Problem NeurIPS 2012 Differentially Private Online Learning COLT 2012 Efficient high dimensional maximum entropy modeling via symmetric partition functions NeurIPS 2012 Ensemble weighted kernel estimators for multivariate entropy estimation NeurIPS 2012 Estimation and Selection via Absolute Penalized Convex Minimization And Its Multistage Adaptive Applications JMLR 2012 Exact and Stable Recovery of Sequences of Signals with Sparse Increments via Differential _1-Minimization NeurIPS 2012 Exact Covariance Thresholding into Connected Components for Large-Scale Graphical Lasso JMLR 2012 Fast Variational Inference in the Conjugate Exponential Family NeurIPS 2012 Feature Clustering for Accelerating Parallel Coordinate Descent NeurIPS 2012 Finding Exemplars from Pairwise Dissimilarities via Simultaneous Sparse Recovery NeurIPS 2012 Forging The Graphs: A Low Rank and Positive Semidefinite Graph Learning Approach NeurIPS 2012 Globally Convergent Dual MAP LP Relaxation Solvers using Fenchel-Young Margins NeurIPS 2012 High-Rank Matrix Completion AISTATS 2012 Iterative Reweighted Algorithms for Matrix Rank Minimization JMLR 2012 Iterative Thresholding Algorithm for Sparse Inverse Covariance Estimation NeurIPS 2012 Lifted coordinate descent for learning with trace-norm regularization AISTATS 2012