Classification and Regression Trees

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Classification and Regression Trees

Probability and statistics Machine learning

Authors: Leo Breiman, Jerome Friedman, Charles J. Stone, R.A. Olshen

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Language: English

Published by: Chapman and Hall/CRC

Published on: 19th October 2017

Format: LCP-protected ePub

Size: 6 Mb

ISBN: 9781351460484


Methodology and Focus

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.

Development and Coverage

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.

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