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Comparative Analysis of Deterministic and Nondeterministic Decision Trees - MIKHAIL MOSHKOV

Comparative Analysis of Deterministic and Nondeterministic Decision Trees

Titre de l'éditeur : Comparative Analysis of Deterministic and Nondeterministic Decis

MIKHAIL MOSHKOV

 
188,10 $
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EN SAVOIR PLUS Résumé

This book compares four parameters of problems in arbitrary information systems: complexity of problem representation and complexity of deterministic, nondeterministic, and strongly nondeterministic decision trees for problem solving. Deterministic decision trees are widely used as classifiers, as a means of knowledge representation, and as algorithms. Nondeterministic (strongly nondeterministic) decision trees can be interpreted as systems of true decision rules that cover all objects (objects from one decision class).

 

This book develops tools for the study of decision trees, including bounds on complexity and algorithms for construction of decision trees for decision tables with many-valued decisions. It considers two approaches to the investigation of decision trees for problems in information systems: local, when decision trees can use only attributes from the problem representation; and global, when decision trees can use arbitrary attributes from the information system. For both approaches, it describes all possible types of relationships among the four parameters considered and discusses the algorithmic problems related to decision tree optimization. The results presented are useful for researchers who apply decision trees and rules to algorithm design and to data analysis, especially those working in rough set theory, test theory and logical analysis of data. This book can also be used as the basis for graduate courses. 


Détails
Prix : 188,10 $
Catégorie :
Auteur :  MIKHAIL MOSHKOV
Titre : Comparative Analysis of Deterministic and Nondeterministic Decision Trees
Date de parution : mars 2020
Éditeur : LIVRES NUMÉRIQUES DIVERS
Sujet : NUL DIVERS
ISBN : 9783030417284 (303041728X)
Référence Renaud-Bray : 3108572
No de produit : 3108572
Droits numériques
Format : EPUB
Disponibilité : Canada, consultez la liste des pays autorisés.
Gestion des droits numériques : Adobe DRM
Entrepôt numérique : NUMILOG
Nombre d'appareils autorisés : 3
Nombre de copier/coller : 0
Impression : 0

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Comparative Analysis of Deterministic and Nondeterministic Decision Trees , MOSHKOV , MIKHAIL
© LIVRES NUMÉRIQUES DIVERS 2020