Machine Learning for Multimedia Content Analysis (Multimedia Systems and Applications)

Yihong Gong

  • 出版商: Springer
  • 出版日期: 2007-09-30
  • 售價: $6,589
  • 貴賓價: 9.5$6,260
  • 語言: 英文
  • 頁數: 277
  • 裝訂: Hardcover
  • ISBN: 0387699384
  • ISBN-13: 9780387699387
  • 相關分類: Machine Learning 機器學習

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商品描述

This volume introduces machine learning techniques that are particularly powerful and effective for modeling multimedia data and common tasks of multimedia content analysis. It systematically covers key machine learning techniques in an intuitive fashion and demonstrates their applications through case studies. Coverage includes examples of unsupervised learning, generative models and discriminative models. In addition, the book examines Maximum Margin Markov (M3) networks, which strive to combine the advantages of both the graphical models and Support Vector Machines (SVM).