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Knowledge Discovery from Data Streams
Hardcover
Series: Chapman & Hall/CRC Data Mining and Knowledge Discovery
Business GeneralDatabasesGeneral Mathematics
ISBN13: 9781439826119
Publisher: Crc Pr Inc
Published: Jun 4 2010
Pages: 258
Weight: 1.20
Height: 0.80 Width: 6.10 Depth: 9.80
Language: English
Exploring how to extract knowledge structures from evolving and time-changing data, this book presents a coherent overview of state-of-the-art research in learning from data streams. It covers the fundamentals that are imperative to understanding data streams and describes important applications, such as TCP/IP traffic, GPS data, sensor networks, and customer click streams. It also explores advanced areas, such as ubiquitous data stream mining; addresses several challenges of data mining in the future, when stream mining will be at the core of many applications; and includes pseudo-code of more than 30 streaming-like algorithms.
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