Knowledge Discovery from Data Streams

By João Gama

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.

• Format: Hardcover
• Language: English
• ISBN: 1439826110
• ISBN13: 9781439826119
• Release Date: August 2010
• Publisher: CRC Press
• Length: 258 Pages
• Weight: 1.20 lbs.
• Dimensions: 0.8" x 6.1" x 9.8"