Machine Learning for Data Science Handbook

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Data Mining and Knowledge Discovery Handbook

ISBN: 3031246306
ISBN 13: 9783031246302
Herausgeber: Lior Rokach/Oded Maimon/Erez Shmueli
Verlag: Springer Verlag GmbH
Umfang: vii, 985 S., 58 s/w Illustr., 156 farbige Illustr., 985 p. 214 illus., 156 illus. in color.
Erscheinungsdatum: 19.08.2024
Auflage: 3/2024
Produktform: Kartoniert
Einband: Kartoniert
Artikelnummer: 4322099 Kategorie:

Beschreibung

This handbook organizes all major concepts, theories, methodologies, trends, challenges and applications of data mining (DM) and knowledge discovery in databases (KDD) into a coherent and unified whole. The book first surveys, then provides comprehensive yet concise algorithmic descriptions of classic methods plus recently-developed extensions and novel methods. The volume concludes with in-depth descriptions of data mining applications in various interdisciplinary industries including finance, marketing, medicine, biology, engineering, telecommunications, software, and security. Data Mining and Knowledge Discovery Handbook is designed for research scientists and graduate-level computer science and engineering students. It is also suitable for professionals in fields such as computing applications, information systems management, and strategic research management.

Autorenporträt

Prof. Oded Maimon is the Oracle chaired Professor at Tel-Aviv University, Previously at MIT. Oded is a leader expert in the field of data mining and knowledge discovery. He published many articles on new algorithms and seven significant award winning books in the field since 2000. He has also developed and implemented successful applications in the Industry. He heads an international research group sponsored by European Union awards.Dr. Lior Rokach is a senior lecturer at the Department of Information System Engineering at Ben-Gurion University. He is a recognized expert in intelligent information systems and has held several leading positions in this field. His main areas of interest are Data Mining, Pattern Recognition, and Recommender Systems. Dr. Rokach is the author of over 70 refereed papers in leading journals, conference proceedings and book chapters. In addition he has authored six books and edited three others books.

Herstellerkennzeichnung:


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E-Mail: juergen.hartmann@springer.com

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