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Feature Selection for Data and Pattern Recognition

Specificaties
Gebonden, 355 blz. | Engels
Springer Berlin Heidelberg | 2015e druk, 2015
ISBN13: 9783662456194
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Springer Berlin Heidelberg 2015e druk, 2015 9783662456194
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Samenvatting

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.

Specificaties

ISBN13:9783662456194
Taal:Engels
Bindwijze:gebonden
Aantal pagina's:355
Uitgever:Springer Berlin Heidelberg
Druk:2015

Inhoudsopgave

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.

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        Feature Selection for Data and Pattern Recognition