conftrace_

linear convergence

185 papers

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Co-occurring keywords · papers mentioning both

convex optimization (38) gradient descent (30) stochastic optimization (23) non-convex optimization (18) variance reduction (16) convergence rate (16) stochastic gradient descent (16) strong convexity (14) stochastic gradient (12) frank-wolfe algorithm (11)

Papers

An Asynchronous Parallel Stochastic Coordinate Descent Algorithm ICML 2014 Communication-Efficient Distributed Optimization using an Approximate Newton-type Method ICML 2014 Constant Nullspace Strong Convexity and Fast Convergence of Proximal Methods under High-Dimensional Settings NeurIPS 2014 Iteration Complexity of Feasible Descent Methods for Convex Optimization JMLR 2014 Local Linear Convergence of Forward--Backward under Partial Smoothness NeurIPS 2014 Stochastic Gradient Descent, Weighted Sampling, and the Randomized Kaczmarz algorithm NeurIPS 2014 Linear Convergence with Condition Number Independent Access of Full Gradients NeurIPS 2013 On the Linear Convergence of the Proximal Gradient Method for Trace Norm Regularization NeurIPS 2013 A Stochastic Gradient Method with an Exponential Convergence _Rate for Finite Training Sets NeurIPS 2012 Iterative Thresholding Algorithm for Sparse Inverse Covariance Estimation NeurIPS 2012