conftrace_

strongly convex

89 papers

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Co-occurring keywords

convex optimization (1321) stochastic optimization (1060) stochastic gradient descent (1091) regret bound (1926) convergence rate (607) variance reduction (523) online convex optimization (165) online learning (1777) strong convexity (59) gradient descent (1144)

Papers

Passive Learning with Target Risk COLT 2013
Beating Bandits in Gradually Evolving Worlds COLT 2013
Stochastic Gradient Descent for Non-smooth Optimization: Convergence Results and Optimal Averaging Schemes ICML 2013
Stochastic Gradient Descent with Only One Projection NIPS 2012
A Stochastic Gradient Method with an Exponential Convergence _Rate for Finite Training Sets NIPS 2012
Optimal Regularized Dual Averaging Methods for Stochastic Optimization NIPS 2012
Open Problem: Is Averaging Needed for Strongly Convex Stochastic Gradient Descent? COLT 2012
Regularization Techniques for Learning with Matrices JMLR 2012
Stochastic optimization and sparse statistical recovery: Optimal algorithms for high dimensions NIPS 2012
Differentially Private Online Learning COLT 2012
Beyond the regret minimization barrier: an optimal algorithm for stochastic strongly-convex optimization COLT 2011
Accelerated Gradient Methods for Stochastic Optimization and Online Learning NIPS 2009
Mind the Duality Gap: Logarithmic regret algorithms for online optimization NIPS 2008
On the Generalization Ability of Online Strongly Convex Programming Algorithms NIPS 2008