← Optimization
Mathematics & Optimization › Optimization ›

Non-Convex Optimization

75 directly classified papers

Papers per year

Papers

SPIDER: Near-Optimal Non-Convex Optimization via Stochastic Path-Integrated Differential Estimator NIPS 2018
Residual Expansion Algorithm: Fast and Effective Optimization for Nonconvex Least Squares Problems CVPR 2017
On the Optimization Landscape of Tensor Decompositions NIPS 2017
Speeding Up Latent Variable Gaussian Graphical Model Estimation via Nonconvex Optimization NIPS 2017
Stochastic Mirror Descent in Variationally Coherent Optimization Problems NIPS 2017
Gradient Descent Can Take Exponential Time to Escape Saddle Points NIPS 2017
Solving Random Systems of Quadratic Equations via Truncated Generalized Gradient Flow NIPS 2016
Matrix Completion has No Spurious Local Minimum NIPS 2016
Efficient Nonparametric Smoothness Estimation NIPS 2016
A Non-convex One-Pass Framework for Generalized Factorization Machine and Rank-One Matrix Sensing NIPS 2016
Algorithms and matching lower bounds for approximately-convex optimization NIPS 2016
Proximal Stochastic Methods for Nonsmooth Nonconvex Finite-Sum Optimization NIPS 2016
The Sound of APALM Clapping: Faster Nonsmooth Nonconvex Optimization with Stochastic Asynchronous PALM NIPS 2016
The non-convex Burer-Monteiro approach works on smooth semidefinite programs NIPS 2016
Accelerated Proximal Gradient Methods for Nonconvex Programming NIPS 2015
Interpolating Convex and Non-Convex Tensor Decompositions via the Subspace Norm NIPS 2015
Alternating Minimization for Regression Problems with Vector-valued Outputs NIPS 2015
HONOR: Hybrid Optimization for NOn-convex Regularized problems NIPS 2015
Non-convex Statistical Optimization for Sparse Tensor Graphical Model NIPS 2015
Generalized Nonconvex Nonsmooth Low-Rank Minimization CVPR 2014
Finding a sparse vector in a subspace: Linear sparsity using alternating directions NIPS 2014
Identifying and attacking the saddle point problem in high-dimensional non-convex optimization NIPS 2014
An Iterated L1 Algorithm for Non-smooth Non-convex Optimization in Computer Vision CVPR 2013
Phase Retrieval using Alternating Minimization NIPS 2013
Scalable nonconvex inexact proximal splitting NIPS 2012