2017 · 25 citations · 8 references
ComputingComputer ScienceData ScienceData AnalyticsData MiningMachine LearningData WarehousingDecision TreesMachine Learning For Big DataParameter EstimationScalable Data MiningScalable Machine LearningBig Data RegressionParameter Server ArchitectureRegression TreesScalable Regression
In this paper, we describe a Parameter Server based Multiple Additive Regression Trees system, or PSMART for short. Empirically, PSMART scales MART to hundreds of billions of samples and thousands of features in production.
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From RankNet to LambdaRank to LambdaMART: An Overview
Christopher J. C. Burges · 2010 · 1K citations
Scaling Distributed Machine Learning with the Parameter Server