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Continuous Optimization

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Fast, Provable Algorithms for Isotonic Regression in all L_p-norms NIPS 2015
Matrix Manifold Optimization for Gaussian Mixtures NIPS 2015
A Universal Primal-Dual Convex Optimization Framework NIPS 2015
Exactness of Approximate MAP Inference in Continuous MRFs NIPS 2015
Symmetric Iterative Proportional Fitting AISTATS 2015
Structured Sparse Subspace Clustering: A Unified Optimization Framework CVPR 2015
Superpixel Meshes for Fast Edge-Preserving Surface Reconstruction CVPR 2015
Direct Structure Estimation for 3D Reconstruction CVPR 2015
Global Supervised Descent Method CVPR 2015
Practical Robust Two-View Translation Estimation CVPR 2015
Generalized Tensor Total Variation Minimization for Visual Data Recovery CVPR 2015
Saturation-Preserving Specular Reflection Separation CVPR 2015
Background Subtraction via Generalized Fused Lasso Foreground Modeling CVPR 2015
Solving Random Quadratic Systems of Equations Is Nearly as Easy as Solving Linear Systems NIPS 2015
L0TV: A New Method for Image Restoration in the Presence of Impulse Noise CVPR 2015
Predicting Preference Reversals via Gaussian Process Uncertainty Aversion AISTATS 2015
Trend Filtering on Graphs AISTATS 2015
A Greedy Homotopy Method for Regression with Nonconvex Constraints AISTATS 2015
A Convex Optimization Approach to Robust Fundamental Matrix Estimation CVPR 2015
Open Problem: The Oracle Complexity of Smooth Convex Optimization in Nonstandard Settings COLT 2015
Escaping the Local Minima via Simulated Annealing: Optimization of Approximately Convex Functions COLT 2015
The entropic barrier: a simple and optimal universal self-concordant barrier COLT 2015
Adaptive Recovery of Signals by Convex Optimization COLT 2015
Tensor principal component analysis via sum-of-square proofs COLT 2015
Fast Exact Matrix Completion with Finite Samples COLT 2015