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portada Classification Methods for Internet Applications (Studies in big Data)
Type
Physical Book
Publisher
Author
Year
2020
Language
English
Pages
281
Format
Hardcover
ISBN13
9783030369613
Edition No.
1
Categories

Classification Methods for Internet Applications (Studies in big Data)

Martin Holeňa; Petr Pulc; Martin Kopp (Author) · Springer · Hardcover

Classification Methods for Internet Applications (Studies in big Data) - Martin Holeňa; Petr Pulc; Martin Kopp

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Synopsis "Classification Methods for Internet Applications (Studies in big Data) "

This book explores internet applications in which a crucial role is played by classification, such as spam filtering, recommender systems, malware detection, intrusion detection and sentiment analysis. It explains how such classification problems can be solved using various statistical and machine learning methods, including K nearest neighbours, Bayesian classifiers, the logit method, discriminant analysis, several kinds of artificial neural networks, support vector machines, classification trees and other kinds of rule-based methods, as well as random forests and other kinds of classifier ensembles. The book covers a wide range of available classification methods and their variants, not only those that have already been used in the considered kinds of applications, but also those that have the potential to be used in them in the future. The book is a valuable resource for post-graduate students and professionals alike.

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