Download Knowledge Discovery from Data Streams
Download Knowledge Discovery from Data Streams
Knowledge Discovery from Data Streams.cJoao Gama
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Author: Joao Gama
Number of Pages: 255 pages
Published Date: 04 Jun 2010
Publisher: Taylor & Francis Ltd
Publication Country: Boca Raton, FL, United States
Language: English
Format: PDF
ISBN: 9781439826119
File Name: Knowledge.Discovery.from.Data.Streams.pdf
Download Link: Knowledge Discovery from Data Streams
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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.
Read online Knowledge Discovery from Data Streams Buy and read online Knowledge Discovery from Data Streams Download Knowledge Discovery from Data Streams ebook, pdf, djvu, epub, mobi, fb2, zip, rar, torrent Download to iPad/iPhone/iOS, B&N nook Knowledge Discovery from Data Streams
Knowledge Discovery from Data Streams.cJoao Gama
Author: Joao Gama
Number of Pages: 255 pages
Published Date: 04 Jun 2010
Publisher: Taylor & Francis Ltd
Publication Country: Boca Raton, FL, United States
Language: English
Format: PDF
ISBN: 9781439826119
File Name: Knowledge.Discovery.from.Data.Streams.pdf
Download Link: Knowledge Discovery from Data Streams
---------------------------------------------------------------
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.
Read online Knowledge Discovery from Data Streams Buy and read online Knowledge Discovery from Data Streams Download Knowledge Discovery from Data Streams ebook, pdf, djvu, epub, mobi, fb2, zip, rar, torrent Download to iPad/iPhone/iOS, B&N nook Knowledge Discovery from Data Streams