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Feature Selection for Data and Pattern Recognition
Buch von Lakhmi C. Jain (u. a.)
Sprache: Englisch

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Beschreibung
This research book provides the reader with a selection of high-quality texts dedicated to current progress, new developments and research trends in feature selection for data and pattern recognition.
Even though it has been the subject of interest for some time, feature selection remains one of actively pursued avenues of investigations due to its importance and bearing upon other problems and tasks.
This volume points to a number of advances topically subdivided into four parts: estimation of importance of characteristic features, their relevance, dependencies, weighting and ranking; rough set approach to attribute reduction with focus on relative reducts; construction of rules and their evaluation; and data- and domain-oriented methodologies.
This research book provides the reader with a selection of high-quality texts dedicated to current progress, new developments and research trends in feature selection for data and pattern recognition.
Even though it has been the subject of interest for some time, feature selection remains one of actively pursued avenues of investigations due to its importance and bearing upon other problems and tasks.
This volume points to a number of advances topically subdivided into four parts: estimation of importance of characteristic features, their relevance, dependencies, weighting and ranking; rough set approach to attribute reduction with focus on relative reducts; construction of rules and their evaluation; and data- and domain-oriented methodologies.
Zusammenfassung

Recent research trends in feature selection for data and pattern recognition

Points to a number of advances topically subdivided into four parts: estimation of importance of characteristic features, their relevance, dependencies, weighting and ranking; rough set approach to attribute reduction with focus on relative reducts; construction of rules and their evaluation; and data- and domain-oriented methodologies

Presents approaches in feature selection for data and pattern classification using computational intelligence paradigms

Includes supplementary material: [...]

Inhaltsverzeichnis
Feature Selection for Data and Pattern Recogniton: an Introduction.- Part I Estimation of Feature Importance.- Part II Rough Set Approach to Attribute Reduction.- Part III Rule Discovery and Evaluation.- Part IV Data- and Domain-oriented Methodologies.
Details
Erscheinungsjahr: 2015
Fachbereich: Technik allgemein
Genre: Mathematik, Medizin, Naturwissenschaften, Technik
Rubrik: Naturwissenschaften & Technik
Medium: Buch
Inhalt: xviii
355 S.
54 s/w Illustr.
20 farbige Illustr.
355 p. 74 illus.
20 illus. in color.
ISBN-13: 9783662456194
ISBN-10: 3662456192
Sprache: Englisch
Herstellernummer: 978-3-662-45619-4
Einband: Gebunden
Autor: Stanczyk, Urszula
Jain, Lakhmi C.
Redaktion: Jain, Lakhmi C.
Sta¿czyk, Urszula
Herausgeber: Urszula Stanczyk/Lakhmi C Jain
Hersteller: Springer Berlin
Springer Berlin Heidelberg
Verantwortliche Person für die EU: Springer Verlag GmbH, Tiergartenstr. 17, D-69121 Heidelberg, juergen.hartmann@springer.com
Maße: 241 x 160 x 26 mm
Von/Mit: Lakhmi C. Jain (u. a.)
Erscheinungsdatum: 15.01.2015
Gewicht: 0,729 kg
Artikel-ID: 105041442
Zusammenfassung

Recent research trends in feature selection for data and pattern recognition

Points to a number of advances topically subdivided into four parts: estimation of importance of characteristic features, their relevance, dependencies, weighting and ranking; rough set approach to attribute reduction with focus on relative reducts; construction of rules and their evaluation; and data- and domain-oriented methodologies

Presents approaches in feature selection for data and pattern classification using computational intelligence paradigms

Includes supplementary material: [...]

Inhaltsverzeichnis
Feature Selection for Data and Pattern Recogniton: an Introduction.- Part I Estimation of Feature Importance.- Part II Rough Set Approach to Attribute Reduction.- Part III Rule Discovery and Evaluation.- Part IV Data- and Domain-oriented Methodologies.
Details
Erscheinungsjahr: 2015
Fachbereich: Technik allgemein
Genre: Mathematik, Medizin, Naturwissenschaften, Technik
Rubrik: Naturwissenschaften & Technik
Medium: Buch
Inhalt: xviii
355 S.
54 s/w Illustr.
20 farbige Illustr.
355 p. 74 illus.
20 illus. in color.
ISBN-13: 9783662456194
ISBN-10: 3662456192
Sprache: Englisch
Herstellernummer: 978-3-662-45619-4
Einband: Gebunden
Autor: Stanczyk, Urszula
Jain, Lakhmi C.
Redaktion: Jain, Lakhmi C.
Sta¿czyk, Urszula
Herausgeber: Urszula Stanczyk/Lakhmi C Jain
Hersteller: Springer Berlin
Springer Berlin Heidelberg
Verantwortliche Person für die EU: Springer Verlag GmbH, Tiergartenstr. 17, D-69121 Heidelberg, juergen.hartmann@springer.com
Maße: 241 x 160 x 26 mm
Von/Mit: Lakhmi C. Jain (u. a.)
Erscheinungsdatum: 15.01.2015
Gewicht: 0,729 kg
Artikel-ID: 105041442
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