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nonsmooth optimization

80 papers

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Co-occurring keywords · papers mentioning both

non-convex optimization (30) convex optimization (18) stochastic optimization (15) stochastic gradient descent (12) convergence rate (9) variance reduction (9) proximal gradient (8) subgradient method (7) convergence analysis (7) stationary point (6)

Papers

Better Approximation and Faster Algorithm Using the Proximal Average NeurIPS 2013 Stochastic Alternating Direction Method of Multipliers ICML 2013 Stochastic Gradient Descent for Non-smooth Optimization: Convergence Results and Optimal Averaging Schemes ICML 2013 Scalable nonconvex inexact proximal splitting NeurIPS 2012 A Quasi-Newton Approach to Nonsmooth Convex Optimization Problems in Machine Learning JMLR 2010