Classification and Regression Trees: 1st Edition (Paperback) book cover

Classification and Regression Trees

1st Edition

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

Chapman and Hall/CRC

368 pages

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Paperback: 9780412048418
pub: 1984-01-01
Hardback: 9781138469525
pub: 2017-08-29
eBook (VitalSource) : 9781315139470
pub: 2017-10-19
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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

Background. Introduction to Tree Classification. Right Sized Trees and Honest Estimates. Splitting Rules. Strengthening and Interpreting. Medical Diagnosis and Prognosis. Mass Spectra Classification. Regression Trees. Bayes Rules and Partitions. Optimal Pruning. Construction of Trees from a Learning Sample. Consistency. Bibliography. Notation Index. Subject Index.

Subject Categories

BISAC Subject Codes/Headings:
MATHEMATICS / Probability & Statistics / General