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Comparative Analysis of Deterministic and Nondeterministic Decision Trees
Titre de l'éditeur : Comparative Analysis of Deterministic and Nondeterministic Decis
MIKHAIL MOSHKOV
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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
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Prix :
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188,10 $
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Catégorie :
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Auteur :
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MIKHAIL MOSHKOV
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Titre :
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Comparative Analysis of Deterministic and Nondeterministic Decision Trees
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Date de parution :
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mars 2020
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Éditeur :
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LIVRES NUMÉRIQUES DIVERS
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Sujet :
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NUL DIVERS
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ISBN :
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9783030417284 (303041728X)
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Référence Renaud-Bray :
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3108572
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No de produit :
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3108572
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Droits numériques
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Format :
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EPUB
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Disponibilité :
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Canada,
consultez la liste des pays autorisés.
Comparative Analysis of Deterministic and Nondeterministic Decision Trees
De
MOSHKOV , MIKHAIL
ANDORRE
ÉMIRATS ARABES UNIS
ARMÉNIE
ANTARCTIQUE
ARGENTINE
SAMOA AMÉRICAINES
AUTRICHE
AUSTRALIE
BOSNIE-HERZÉGOVINE
BARBADE
BELGIQUE
BULGARIE
BAHREÏN
BURUNDI
BERMUDES
BRUNÉI DARUSSALAM
BOLIVIE
BRÉSIL
BAHAMAS
BOUVET, ÎLE
BELIZE
Canada
SUISSE
COOK, ÎLES
CHILI
CHINE
COLOMBIE
COSTA RICA
CUBA
CHRISTMAS, ÎLE
CHYPRE
TCHÈQUE, RÉPUBLIQUE
ALLEMAGNE
DANEMARK
DOMINIQUE
DOMINICAINE, RÉPUBLIQUE
ALGÉRIE
ÉQUATEUR
ESTONIE
ÉGYPTE
ESPAGNE
FINLANDE
FALKLAND, ÎLES (MALVINAS)
FÉROÉ, ÎLES
FRANCE
GRENADE
GUYANE FRANÇAISE
GIBRALTAR
GROENLAND
GUADELOUPE
GRÈCE
GUATEMALA
GUYANA
HONG-KONG
HEARD, ÎLE ET MCDONALD, ÎLES
HONDURAS
CROATIE
HAÏTI
HONGRIE
INDONÉSIE
IRLANDE
ISRAËL
INDE
OCÉAN INDIEN, TERRITOIRE BRITANNIQUE DE
IRAN, RÉPUBLIQUE ISLAMIQUE D'
ISLANDE
ITALIE
JAMAÏQUE
JAPON
KENYA
KIRGHIZISTAN
CAMBODGE
COMORES
SAINT-KITTS-ET-NEVIS
CORÉE, RÉPUBLIQUE DE
CAÏMANES, ÎLES
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Gestion des droits numériques :
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Adobe DRM
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Entrepôt numérique :
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NUMILOG
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Nombre d'appareils autorisés :
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3
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Nombre de copier/coller :
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0
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Impression :
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0
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Comparative Analysis of Deterministic and Nondeterministic Decision Trees
,
MOSHKOV , MIKHAIL
©
LIVRES NUMÉRIQUES DIVERS
2020
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