Click Here to Download: https://ouo.io/5vpi1i Knowledge Discovery from Data Streams By: Joao Gama Publisher: Chapman and Hall/CRC Print ISBN: 9781439826119, 1439826110 eText ISBN: 9781439826126, 1439826129 Edition: 1st Pages: 256 Copyright year: 2010 Format: PDF Available from $ 23.18 USD SKU 9781439826126R90 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. Additional ISBNs 9786612903014, 9781282903012, 9781466533912, 6612903015, 1282903012, 1466533919
