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Unlocking the Power of Streaming Data: Online Learning for Diverse Applications by James

Unlocking the Power of Streaming Data: Online Learning for Diverse Applications

by James
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Book cover type: Paperback
  • ISBN13: 9783384255945
  • Binding: Paperback
  • Subject: N/A
  • Publisher: Tredition Gmbh
  • Publisher Imprint: Tredition Gmbh
  • Publication Date:
  • Pages: 92
  • Original Price: USD 16.99
  • Language: English
  • Edition: N/A
  • Item Weight: 146 grams
  • BISAC Subject(s): General

Data streams are defined as large sequences of data, gathered from sources such as sensor networks and customer click streams, that are possibly infinite and temporarily ordered [7, 22]. Instances in data streams arrive fast, either in batches of data, or instance-by-instance; each instance needs to be processed in a timely manner. Due to these characteristics, such as large amount of data and time constraints, tra-ditional static machine learning algorithms are unsuitable for direct use [7]. That is, techniques learning from data streams need to maintain their performance throughout the stream while limiting memory and processing time. Moreover, evolving or non-stationary data streams are susceptible to changes in the distribution of data, also known as concept drifts.

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