Stream Data Mining: Algorithms and Their Probabilistic Properties

Name: Stream Data Mining: Algorithms and Their Probabilistic Properties
SKU: 29151089
Price: 528.00 NZD
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Format:

Hardback

Series:

Studies in Big Data

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Description

This book presents a unique approach to stream data mining. Unlike the vast majority of previous approaches, which are largely based on heuristics, it highlights methods and algorithms that are mathematically justified. First, it describes how to adapt static decision trees to accommodate data streams; in this regard, new splitting criteria are developed to guarantee that they are asymptotically equivalent to the classical batch tree. Moreover, new decision trees are designed, leading to the original concept of hybrid trees. In turn, nonparametric techniques based on Parzen kernels and orthogonal series are employed to address concept drift in the problem of non-stationary regressions and classification in a time-varying environment. Lastly, an extremely challenging problem that involves designing ensembles and automatically choosing their sizes is described and solved. Given its scope, the book is intended for a professional audience of researchers and practitioners who dealwith stream data, e.g. in telecommunication, banking, and sensor networks.

Release date NZ

March 26th, 2019

Author

Audience

Professional & Vocational

Edition

1st ed. 2020

Illustrations

63 Illustrations, color; 48 Illustrations, black and white; IX, 330 p. 111 illus., 63 illus. in color.

Pages

330

Series

Studies in Big Data

ISBN-13

9783030139612

Product ID

29151089

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