conftrace_

linear convergence

158 papers

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Co-occurring keywords

convex optimization (1321) gradient descent (1144) stochastic optimization (1060) variance reduction (523) stochastic gradient (296) stochastic gradient descent (1091) strong convexity (59) frank-wolfe algorithm (107) coordinate descent (147) support vector machine (978)

Papers

An Accelerated Proximal Coordinate Gradient Method NIPS 2014
Stochastic Gradient Descent, Weighted Sampling, and the Randomized Kaczmarz algorithm NIPS 2014
Local Linear Convergence of Forward--Backward under Partial Smoothness NIPS 2014
An Asynchronous Parallel Stochastic Coordinate Descent Algorithm ICML 2014
On the Linear Convergence of the Proximal Gradient Method for Trace Norm Regularization NIPS 2013
Linear Convergence with Condition Number Independent Access of Full Gradients NIPS 2013
A Stochastic Gradient Method with an Exponential Convergence _Rate for Finite Training Sets NIPS 2012
Iterative Thresholding Algorithm for Sparse Inverse Covariance Estimation NIPS 2012