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Continuous Optimization

3,907 papers

Papers per year

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38
155
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Papers

Information-theoretic lower bounds for convex optimization with erroneous oracles NIPS 2015
A Nonconvex Optimization Framework for Low Rank Matrix Estimation NIPS 2015
Convergence rates of sub-sampled Newton methods NIPS 2015
Fast and Guaranteed Tensor Decomposition via Sketching NIPS 2015
Sparse and Low-Rank Tensor Decomposition NIPS 2015
Unified View of Matrix Completion under General Structural Constraints NIPS 2015
Interpolating Convex and Non-Convex Tensor Decompositions via the Subspace Norm NIPS 2015
Solving Random Quadratic Systems of Equations Is Nearly as Easy as Solving Linear Systems NIPS 2015
Estimating Mixture Models via Mixtures of Polynomials NIPS 2015
Improved Iteration Complexity Bounds of Cyclic Block Coordinate Descent for Convex Problems NIPS 2015
Estimating Jaccard Index with Missing Observations: A Matrix Calibration Approach NIPS 2015
Semi-Proximal Mirror-Prox for Nonsmooth Composite Minimization NIPS 2015
Fast, Provable Algorithms for Isotonic Regression in all L_p-norms NIPS 2015
On the Global Linear Convergence of Frank-Wolfe Optimization Variants NIPS 2015
A Universal Catalyst for First-Order Optimization NIPS 2015
Adaptive Primal-Dual Splitting Methods for Statistical Learning and Image Processing NIPS 2015
Smooth and Strong: MAP Inference with Linear Convergence 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
Accelerated Mirror Descent in Continuous and Discrete Time NIPS 2015
Accelerated Proximal Gradient Methods for Nonconvex Programming NIPS 2015
Near-optimal max-affine estimators for convex regression AISTATS 2015
Filtered Search for Submodular Maximization with Controllable Approximation Bounds AISTATS 2015
A totally unimodular view of structured sparsity AISTATS 2015