Peeking Inside the Black Box: Visualizing Statistical Learning with Plots of Individual Conditional Expectation

作者: Alex Goldstein , Adam Kapelner , Justin Bleich , Emil Pitkin

DOI: 10.1080/10618600.2014.907095

关键词: Range (statistics)Computer scienceFeature (machine learning)Conditional expectationExploratory data analysisVisual testCovariateStatistical graphicsStatisticsInteraction

摘要: … (ICE) plots, a tool for visualizing the model estimated by any supervised learning algorithm. Classical partial dependence plots (PDPs) help visualize the average partial relationship …

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