conftrace_

strong convexity

59 papers

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Co-occurring keywords

convex optimization (1321) linear convergence (158) strongly convex (89) stochastic optimization (1060) stochastic gradient descent (1091) convergence rate (607) gradient descent (1144) regret bound (1926) stochastic gradient (296) stochastic convex optimization (69)

Papers

Constant Nullspace Strong Convexity and Fast Convergence of Proximal Methods under High-Dimensional Settings NIPS 2014
An Adaptive Accelerated Proximal Gradient Method and its Homotopy Continuation for Sparse Optimization ICML 2014
Adaptivity of Averaged Stochastic Gradient Descent to Local Strong Convexity for Logistic Regression JMLR 2014
SAGA: A Fast Incremental Gradient Method With Support for Non-Strongly Convex Composite Objectives NIPS 2014
Linear Convergence with Condition Number Independent Access of Full Gradients NIPS 2013
Stochastic optimization and sparse statistical recovery: Optimal algorithms for high dimensions NIPS 2012
Learning Exponential Families in High-Dimensions: Strong Convexity and Sparsity AISTATS 2010
Fast Rates for Regularized Objectives NIPS 2008
On the Generalization Ability of Online Strongly Convex Programming Algorithms NIPS 2008