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Books > Computing & IT > General theory of computing > Data structures

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Knowledge Discovery from Data Streams (Hardcover) Loot Price: R2,802
Discovery Miles 28 020
Knowledge Discovery from Data Streams (Hardcover): Joao Gama

Knowledge Discovery from Data Streams (Hardcover)

Joao Gama

Series: Chapman & Hall/CRC Data Mining and Knowledge Discovery Series

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Loot Price R2,802 Discovery Miles 28 020 | Repayment Terms: R263 pm x 12*

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Since the beginning of the Internet age and the increased use of ubiquitous computing devices, the large volume and continuous flow of distributed data have imposed new constraints on the design of learning algorithms. Exploring how to extract knowledge structures from evolving and time-changing data, Knowledge Discovery from Data Streams presents a coherent overview of state-of-the-art research in learning from data streams.

The book 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 addresses several challenges of data mining in the future, when stream mining will be at the core of many applications. These challenges involve designing useful and efficient data mining solutions applicable to real-world problems. In the appendix, the author includes examples of publicly available software and online data sets.

This practical, up-to-date book focuses on the new requirements of the next generation of data mining. Although the concepts presented in the text are mainly about data streams, they also are valid for different areas of machine learning and data mining.

General

Imprint: Taylor & Francis
Country of origin: United States
Series: Chapman & Hall/CRC Data Mining and Knowledge Discovery Series
Release date: May 2010
First published: 2010
Authors: Joao Gama
Dimensions: 234 x 156 x 22mm (L x W x T)
Format: Hardcover
Pages: 258
ISBN-13: 978-1-4398-2611-9
Categories: Books > Computing & IT > General theory of computing > Data structures
Books > Computing & IT > Computer programming > Algorithms & procedures
LSN: 1-4398-2611-0
Barcode: 9781439826119

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