Data Mining and Machine Learning: Fundamental Concepts and Algorithms - Tapa dura

Meira, Jr Wagner; Zaki, Mohammed J.

 
9781108473989: Data Mining and Machine Learning: Fundamental Concepts and Algorithms
Tapa dura
ISBN 10: 1108473989 ISBN 13: 9781108473989
Editorial: Cambridge University Press, 2020

Sinopsis

The fundamental algorithms in data mining and machine learning form the basis of data science, utilizing automated methods to analyze patterns and models for all kinds of data in applications ranging from scientific discovery to business analytics. This textbook for senior undergraduate and graduate courses provides a comprehensive, in-depth overview of data mining, machine learning and statistics, offering solid guidance for students, researchers, and practitioners. The book lays the foundations of data analysis, pattern mining, clustering, classification and regression, with a focus on the algorithms and the underlying algebraic, geometric, and probabilistic concepts. New to this second edition is an entire part devoted to regression methods, including neural networks and deep learning.

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Acerca de los autores

Mohammed J. Zaki is Professor of Computer Science at Rensselaer Polytechnic Institute, New York, where he also serves as Associate Department Head and Graduate Program Director. He has more than 250 publications and is an Associate Editor for the journal Data Mining and Knowledge Discovery. He is on the Board of Directors for Association for Computing Machinery's Special Interest Group on Knowledge Discovery and Data Mining (ACM SIGKDD). He has received the National Science Foundation CAREER Award, and the Department of Energy Early Career Principal Investigator Award. He is an ACM Distinguished Member, and IEEE Fellow.

Wagner Meira, Jr is Professor of Computer Science at Universidade Federal de Minas Gerais, Brazil, where he is currently the chair of the department. He has published more than 230 papers on data mining and parallel and distributed systems. He was leader of the Knowledge Discovery research track of InWeb and is currently Vice-chair of INCT-Cyber. He is on the editorial board of the journal Data Mining and Knowledge Discovery and was the program chair of SDM'16 and ACM WebSci'19. He has been a CNPq researcher since 2002. He has received an IBM Faculty Award and several Google Faculty Research Awards.

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Editorial
Cambridge University Press
Año de publicación
2020
Idioma
Inglés
ISBN 10 
1108473989
ISBN 13 
9781108473989
Encuadernación
Tapa dura
Número de edición
2
Número de páginas
780
Contacto del fabricante
no disponible
Persona responsable
GPSR Kontakt
gpsr@libri.de

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