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Learning from Data Streams in Evolving Environments: Methods and Applications. 2019 ed.

Learning from Data Streams in Evolving Environments: Methods and Applications. 2019 ed.

・ISBN 978-3-319-89802-5 hard EUR 99.99

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お気に入り
著者・編者Sayed-Mouchaweh, Moamar (ed.),
シリーズ (Studies in Big Data)
出版社 (Springer International Publishing AG, SZ)
出版年月2018
ページ数317 pp.
言語ENG
ニュース番号<A02-60104>

解説

This edited book covers recent advances of techniques, methods and tools treating the problem of learning from data streams generated by evolving non-stationary processes. The goal is to discuss and overview the advanced techniques, methods and tools that are dedicated to manage, exploit and interpret data streams in non-stationary environments. The book includes the required notions, definitions, and background to understand the problem of learning from data streams in non-stationary environments and synthesizes the state-of-the-art in the domain, discussing advanced aspects and concepts and presenting open problems and future challenges in this field.

  • Provides multiple examples to facilitate the understanding data streams in non-stationary environments;
  • Presents several application cases to show how the methods solve different real world problems;
  • Discusses the links between methods to help stimulate new research and application directions.