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Convex Optimization

589 directly classified papers

Papers per year

Papers

Sub-sampled Newton Methods with Non-uniform Sampling NIPS 2016
Stochastic Three-Composite Convex Minimization NIPS 2016
Tight Complexity Bounds for Optimizing Composite Objectives NIPS 2016
Optimistic Bandit Convex Optimization NIPS 2016
A Differential Equation for Modeling Nesterov's Accelerated Gradient Method: Theory and Insights JMLR 2016
Epigraph projections for fast general convex programming ICML 2016
Estimation from Indirect Supervision with Linear Moments ICML 2016
A Convex Atomic-Norm Approach to Multiple Sequence Alignment and Motif Discovery ICML 2016
Black-box Optimization with a Politician ICML 2016
On the Statistical Limits of Convex Relaxations ICML 2016
Even Faster Accelerated Coordinate Descent Using Non-Uniform Sampling ICML 2016
MOCCA: Mirrored Convex/Concave Optimization for Nonconvex Composite Functions JMLR 2016
On Lower and Upper Bounds in Smooth and Strongly Convex Optimization JMLR 2016
Iterative Regularization for Learning with Convex Loss Functions JMLR 2016
Iterative Hessian Sketch: Fast and Accurate Solution Approximation for Constrained Least-Squares JMLR 2016
CVXPY: A Python-Embedded Modeling Language for Convex Optimization JMLR 2016
Adaptive Algorithms for Online Convex Optimization with Long-term Constraints ICML 2016
Fast Algorithms for Linear and Kernel SVM+ CVPR 2016
Large-Scale Semantic 3D Reconstruction: An Adaptive Multi-Resolution Model for Multi-Class Volumetric Labeling CVPR 2016
Tensor Robust Principal Component Analysis: Exact Recovery of Corrupted Low-Rank Tensors via Convex Optimization CVPR 2016
Primary Object Segmentation in Videos via Alternate Convex Optimization of Foreground and Background Distributions CVPR 2016
Unified Methods for Exploiting Piecewise Linear Structure in Convex Optimization NIPS 2016
Fast Randomized Singular Value Thresholding for Nuclear Norm Minimization CVPR 2015
Escaping the Local Minima via Simulated Annealing: Optimization of Approximately Convex Functions COLT 2015
A Convex Optimization Approach to Robust Fundamental Matrix Estimation CVPR 2015