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convergence analysis

394 papers

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stochastic gradient descent (1088) convergence rate (606) stochastic optimization (1060) non-convex optimization (546) gradient descent (1143) federated learning (1320) neural network optimization (1293) reinforcement learning (4122) distributed learning (563) neural network (6616)

Papers

Distributed Delayed Stochastic Optimization NIPS 2011
Convergent Fitted Value Iteration with Linear Function Approximation NIPS 2011
A Convergence Analysis of Log-Linear Training NIPS 2011
On the Convergence Properties of Contrastive Divergence AISTATS 2010
Lower Bounds on Rate of Convergence of Cutting Plane Methods NIPS 2010
Parallelized Stochastic Gradient Descent NIPS 2010
Convergent Temporal-Difference Learning with Arbitrary Smooth Function Approximation NIPS 2009
On the Convergence of the Concave-Convex Procedure NIPS 2009
Convergence and Rate of Convergence of a Manifold-Based Dimension Reduction Algorithm NIPS 2008
Simplified Rules and Theoretical Analysis for Information Bottleneck Optimization and PCA with Spiking Neurons NIPS 2007
Adaptive Embedded Subgraph Algorithms using Walk-Sum Analysis NIPS 2007
Bundle Methods for Machine Learning NIPS 2007
Some Theory for Generalized Boosting Algorithms JMLR 2006
iLSTD: Eligibility Traces and Convergence Analysis NIPS 2006
Adaptive Prototype Learning Algorithms: Theoretical and Experimental Studies JMLR 2006
Convergence of Laplacian Eigenmaps NIPS 2006
Loopy Belief Propagation: Convergence and Effects of Message Errors JMLR 2005
Convergence Theorems for Generalized Alternating Minimization Procedures JMLR 2005
The Dynamics of AdaBoost: Cyclic Behavior and Convergence of Margins JMLR 2004