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

Name: Decision and Inhibitory Trees and Rules for Decision Tables with Many-valued Decisions
Brand: Springer Nature Switzerland AG
SKU: 21163430
Price: 102.23 EUR
Availability: InStock
Author: Fawaz Alsolami
ISBN: 9783030128531

Language

English

Book Hardback

Libristo code: 21163430

Publishers Springer Nature Switzerland AG, March 2019

The results presented here (including the assessment of a new tool - inhibitory trees) offer valuabl... Full description

Libristo code: 21163430

249 b

102.23 €

199.95 лв

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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.