Classification and Regression Trees 1st Edition Leo 135146048X 9781351460484

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Product details:

• ISBN-10: 135146048X
• ISBN-13: 9781351460484
• Author: Leo Breiman

The methodology used to construct tree structured rules is the focus of this monograph. Unlike many other statistical procedures, which moved from pencil and paper to calculators, this text’s use of trees was unthinkable before computers. Both the practical and theoretical sides have been developed in the authors’ study of tree methods. Classification and Regression Trees reflects these two sides, covering the use of trees as a data analysis method, and in a more mathematical framework, proving some of their fundamental properties.

Table of contents:

Chapter 1 BACKGROUND
Chapter 2 INTRODUCTION TO TREE CLASSIFICATION
Chapter 3 RIGHT SIZED TREES AND HONEST ESTIMATES
Chapter 4 SPLITTING RULES
Chapter 5 STRENGTHENING AND INTERPRETING
Chapter 6 MEDICAL DIAGNOSIS AND PROGNOSIS
Chapter 7 MASS SPECTRA CLASSIFICATION
Chapter 8 REGRESSION TREES
Chapter 9 BAYES RULES AND PARTITIONS
Chapter 10 OPTIMAL PRUNING
Chapter 11 CONSTRUCTION OF TREES FROM A LEARNING SAMPLE
Chapter 12 CONSISTENCY

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