Journal of Machine Learning Research · 2012 · 14 citations · 0 references
ComputingComputer ScienceAlgorithmsMachine LearningOptimizationLarge-scale OptimizationMachine Learning For Big DataOnline AlgorithmsOptimization For Machine LearningStream ProcessingStreaming AlgorithmsGradient DescentKernel LearningKernelizationLarge-scale Data ProcessingOnline Machine LearningOnline Stochastic OptimizationStochastic Gradient Descent
Online algorithms that process one example at a time are advantageous when dealing with very large data or with data streams. Stochastic Gradient Descent (SGD) is such an algorithm and it is an att...