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Continuous Optimization

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Papers

Near-Optimal Density Estimation in Near-Linear Time Using Variable-Width Histograms NIPS 2014
Provable Tensor Factorization with Missing Data NIPS 2014
Efficient Algorithms for Robust One-bit Compressive Sensing ICML 2014
Coupled Group Lasso for Web-Scale CTR Prediction in Display Advertising ICML 2014
Efficient Low-Rank Stochastic Gradient Descent Methods for Solving Semidefinite Programs AISTATS 2014
Constrained convex minimization via model-based excessive gap NIPS 2014
Parallel Direction Method of Multipliers NIPS 2014
Scene Labeling Using Beam Search Under Mutex Constraints CVPR 2014
Extremal Mechanisms for Local Differential Privacy NIPS 2014
FAST LABEL: Easy and Efficient Solution of Joint Multi-Label and Estimation Problems CVPR 2014
Depth Enhancement via Low-rank Matrix Completion CVPR 2014
Preconditioning for Accelerated Iteratively Reweighted Least Squares in Structured Sparsity Reconstruction CVPR 2014
Parallax-tolerant Image Stitching CVPR 2014
Deformable Registration of Feature-Endowed Point Sets Based on Tensor Fields CVPR 2014
Probabilistic Labeling Cost for High-Accuracy Multi-View Reconstruction CVPR 2014
Robust Surface Reconstruction via Triple Sparsity CVPR 2014
Fast Computation of Wasserstein Barycenters ICML 2014
Linear Time Solver for Primal SVM ICML 2014
Globally Convergent Parallel MAP LP Relaxation Solver using the Frank-Wolfe Algorithm ICML 2014
Multi-Scale Spectral Decomposition of Massive Graphs NIPS 2014
Elementary Estimators for High-Dimensional Linear Regression ICML 2014
Square Deal: Lower Bounds and Improved Relaxations for Tensor Recovery ICML 2014
Open Problem: Tightness of maximum likelihood semidefinite relaxations COLT 2014
Density-preserving quantization with application to graph downsampling COLT 2014
Fast matrix completion without the condition number COLT 2014