Knowledge Discovery from Data Streams (Chapman & Hall/CRC Data Mining and Knowledge Discovery Series)

Joao Gama

ISBN 10: 1439826110 / ISBN 13: 9781439826119

Edité par Chapman and Hall/CRC 2010-05-28, 2010

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N° de réf. du vendeur 6666-TNFPD-9781439826119

Détails bibliographiques

• Titre: Knowledge Discovery from Data Streams (Chapman & Hall/CRC Data Mining and Knowledge Discovery Series)
• Éditeur: Chapman and Hall/CRC 2010-05-28
• Date de parution: 2010
• Langue: anglais
• ISBN à 10 chiffres: 1439826110
• ISBN à 13 chiffres: 9781439826119
• Reliure: Hardcover
• État de l'article: New

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Synopsis

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.

À propos de l?auteur

João Gama is an associate professor and senior researcher in the Laboratory of Artificial Intelligence and Decision Support (LIAAD) at the University of Porto in Portugal.