Decision and Inhibitory Trees and Rules for Decision Tables with Many-valued Decisions

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Intelligent Systems Reference Library 156

ISBN: 3030128539
ISBN 13: 9783030128531
Verlag: Springer Verlag GmbH
Umfang: xvii, 276 S., 36 s/w Illustr., 8 farbige Illustr., 276 p. 44 illus., 8 illus. in color.
Erscheinungsdatum: 27.03.2019
Weitere Autoren: Alsolami, Fawaz/Azad, Mohammad/Chikalov, Igor et al
Auflage: 1/2020
Produktform: Gebunden/Hardback
Einband: GEB

The results presented here (including the assessment of a new tool – inhibitory trees) offer valuable tools for researchers in the areas of data mining, knowledge discovery, and machine learning, especially those whose work involves decision tables with many-valued decisions. The authors consider various examples of problems and corresponding decision tables with many-valued decisions, discuss the difference between decision and inhibitory trees and rules, and develop tools for their analysis and design. Applications include the study of totally optimal (optimal in relation to a number of criteria simultaneously) decision and inhibitory trees and rules; the comparison of greedy heuristics for tree and rule construction as single-criterion and bi-criteria optimization algorithms; and the development of a restricted multi-pruning approach used in classification and knowledge representation.

Artikelnummer: 6215649 Kategorie:

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