Optimization

Bandit Theory meets Compressed Sensing for high dimensional Stochastic Linear Bandit AISTATS 2012 Breaking the Curse of Kernelization: Budgeted Stochastic Gradient Descent for Large-Scale SVM Training JMLR 2012 Calibrated Elastic Regularization in Matrix Completion NeurIPS 2012 Classification Calibration Dimension for General Multiclass Losses NeurIPS 2012 Clustering Aggregation as Maximum-Weight Independent Set NeurIPS 2012 Clustering by Nonnegative Matrix Factorization Using Graph Random Walk NeurIPS 2012 Communication/Computation Tradeoffs in Consensus-Based Distributed Optimization NeurIPS 2012 Communication-Efficient Algorithms for Statistical Optimization NeurIPS 2012 Compressive Sensing MRI with Wavelet Tree Sparsity NeurIPS 2012 Contextual Sequence Prediction with Application to Control Library Optimization RSS 2012 Convergence and Energy Landscape for Cheeger Cut Clustering NeurIPS 2012 Convergence Rate Analysis of MAP Coordinate Minimization Algorithms NeurIPS 2012 Convex Multi-view Subspace Learning NeurIPS 2012 Co-Regularized Hashing for Multimodal Data NeurIPS 2012 CPRL -- An Extension of Compressive Sensing to the Phase Retrieval Problem NeurIPS 2012 Density Propagation and Improved Bounds on the Partition Function NeurIPS 2012 Differentially Private Online Learning COLT 2012 Efficient and Exact MAP-MRF Inference using Branch and Bound AISTATS 2012 Efficient high dimensional maximum entropy modeling via symmetric partition functions NeurIPS 2012 Efficient Sampling for Bipartite Matching Problems NeurIPS 2012 Efficient Spike-Coding with Multiplicative Adaptation in a Spike Response Model NeurIPS 2012 Estimating Human Dynamics On-the-fly Using Monocular Video For Pose Estimation RSS 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