SUBMODEL SELECTION AND EVALUATION IN REGRESSIONTHE X-RANDOM CASE By Leo Breiman Philip Spector Department of Statistics

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Statistical Science 2001, Vol. 16, No. 3, 199–231 Statistical Modeling: The Two Cultures Leo Breiman

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Statistical Science 2001, Vol. 16, No. 3, 199–231 Statistical Modeling: The Two Cultures Leo Breiman

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Statistical Science 2001, Vol. 16, No. 3, 199–231 Statistical Modeling: The Two Cultures Leo Breiman

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Statistical Science 2001, Vol. 16, No. 3, 199–231 Statistical Modeling: The Two Cultures Leo Breiman

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• Statistics
• Regression analysis
• Linear regression
• Regression validation
• Dependent and independent variables
• Time series
• Prediction
• Logistic regression
• Multivariate statistics
• Linear discriminant analysis
• Predictive analytics
• Outline of regression analysis

Package ‘ipred’ July 28, 2015 Title Improved Predictors VersionDateDescription Improved predictive models by indirect classification and

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• Statistics
• Machine learning
• Ensemble learning
• Computational statistics
• Statistical inference
• Decision trees
• Bootstrap aggregating
• Random forest
• Bootstrapping
• Resampling
• Out-of-bag error
• Leo Breiman

Statistical Science 2001, Vol. 16, No. 3, 199–231 Statistical Modeling: The Two Cultures Leo Breiman

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1 WALD LECTURE II LOOKING INSIDE THE BLACK BOX Leo Breiman UCB Statistics

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Contemporary Mathematics Precise Statements of Convergence for AdaBoost and arc-gv Cynthia Rudin, Robert E. Schapire, and Ingrid Daubechies We wish to dedicate this paper to Leo Breiman. Abstract. We present two main re

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Statistical Science 2001, Vol. 16, No. 3, 199–231 Statistical Modeling: The Two Cultures Leo Breiman

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