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portada Stream Data Mining: Algorithms and Their Probabilistic Properties (Studies in big Data)
Type
Physical Book
Publisher
Author
Year
2019
Language
English
Pages
330
Format
Hardcover
ISBN13
9783030139612
Edition No.
1
Categories

Stream Data Mining: Algorithms and Their Probabilistic Properties (Studies in big Data)

Leszek Rutkowski; Maciej Jaworski; Piotr Duda (Author) · Springer · Hardcover

Stream Data Mining: Algorithms and Their Probabilistic Properties (Studies in big Data) - Leszek Rutkowski; Maciej Jaworski; Piotr Duda

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Synopsis "Stream Data Mining: Algorithms and Their Probabilistic Properties (Studies in big Data) "

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 deal with stream data, e.g. in telecommunication, banking, and sensor networks.

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