Mathematical Analysis for Machine Learning and Data Mining

Simovici, Dan A

ISBN 10: 9813229683 / ISBN 13: 9789813229686

Edité par World Scientific Pub Co Inc, 2018

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N° de réf. du vendeur I-9789813229686

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Titre : Mathematical Analysis for Machine Learning ...

Éditeur : World Scientific Pub Co Inc

Date d'édition : 2018

Reliure : Couverture rigide

Etat : New

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Synopsis :

This compendium provides a self-contained introduction to mathematical analysis in the field of machine learning and data mining. The mathematical analysis component of the typical mathematical curriculum for computer science students omits these very important ideas and techniques which are indispensable for approaching specialized area of machine learning centered around optimization such as support vector machines, neural networks, various types of regression, feature selection, and clustering. The book is of special interest to researchers and graduate students who will benefit from these application areas discussed in the book.