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Classification Methods for Internet Applications

Af: Martin Kopp, Petr Pulc, Martin Holena Engelsk Paperback

Classification Methods for Internet Applications

Af: Martin Kopp, Petr Pulc, Martin Holena Engelsk Paperback
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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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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.

Produktdetaljer
Sprog: Engelsk
Sider: 281
ISBN-13: 9783030369644
Indbinding: Paperback
Udgave:
ISBN-10: 3030369641
Udg. Dato: 30 jan 2021
Længde: 0mm
Bredde: 155mm
Højde: 235mm
Forlag: Springer Nature Switzerland AG
Oplagsdato: 30 jan 2021
Forfatter(e) Martin Kopp, Petr Pulc, Martin Holena


Kategori Matematik til informatikfag


ISBN-13 9783030369644


Sprog Engelsk


Indbinding Paperback


Sider 281


Udgave


Længde 0mm


Bredde 155mm


Højde 235mm


Udg. Dato 30 jan 2021


Oplagsdato 30 jan 2021


Forlag Springer Nature Switzerland AG