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Convex Optimization

589 directly classified papers

Papers per year

Papers

Better Approximation and Faster Algorithm Using the Proximal Average NIPS 2013
On the Linear Convergence of the Proximal Gradient Method for Trace Norm Regularization NIPS 2013
Linear Convergence with Condition Number Independent Access of Full Gradients NIPS 2013
BIG & QUIC: Sparse Inverse Covariance Estimation for a Million Variables NIPS 2013
A Comparative Framework for Preconditioned Lasso Algorithms NIPS 2013
Convex Calibrated Surrogates for Low-Rank Loss Matrices with Applications to Subset Ranking Losses NIPS 2013
Sparse Inverse Covariance Estimation with Calibration NIPS 2013
Trading Computation for Communication: Distributed Stochastic Dual Coordinate Ascent NIPS 2013
Efficient 3D Endfiring TRUS Prostate Segmentation with Globally Optimized Rotational Symmetry CVPR 2013
A Practical Rank-Constrained Eight-Point Algorithm for Fundamental Matrix Estimation CVPR 2013
Robust Regression on MapReduce ICML 2013
Convex Tensor Decomposition via Structured Schatten Norm Regularization NIPS 2013
O(logT) Projections for Stochastic Optimization of Smooth and Strongly Convex Functions ICML 2013
Learning Convex QP Relaxations for Structured Prediction ICML 2013
Accelerated Training for Matrix-norm Regularization: A Boosting Approach NIPS 2012
Mirror Descent Meets Fixed Share (and feels no regret) NIPS 2012
Random Design Analysis of Ridge Regression COLT 2012
A quasi-Newton proximal splitting method NIPS 2012
A Polynomial-time Form of Robust Regression NIPS 2012
Finding Exemplars from Pairwise Dissimilarities via Simultaneous Sparse Recovery NIPS 2012
A Stochastic Gradient Method with an Exponential Convergence _Rate for Finite Training Sets NIPS 2012
Forging The Graphs: A Low Rank and Positive Semidefinite Graph Learning Approach NIPS 2012
Stochastic Gradient Descent with Only One Projection NIPS 2012
Globally Convergent Dual MAP LP Relaxation Solvers using Fenchel-Young Margins NIPS 2012
Optimal Regularized Dual Averaging Methods for Stochastic Optimization NIPS 2012