Machine Learning for Multimedia Content Analysis (Multimedia Systems and Applications)
暫譯: 多媒體內容分析的機器學習(多媒體系統與應用)

Yihong Gong

  • 出版商: Springer
  • 出版日期: 2007-10-01
  • 售價: $4,440
  • 貴賓價: 9.5$4,218
  • 語言: 英文
  • 頁數: 277
  • 裝訂: Hardcover
  • ISBN: 0387699384
  • ISBN-13: 9780387699387
  • 相關分類: Machine Learning
  • 海外代購書籍(需單獨結帳)

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).

商品描述(中文翻譯)

本書介紹了特別強大且有效的機器學習技術,這些技術適用於多媒體數據建模及多媒體內容分析的常見任務。內容系統性地以直觀的方式涵蓋了關鍵的機器學習技術,並通過案例研究展示其應用。涵蓋的內容包括無監督學習、生成模型和判別模型的範例。此外,本書還探討了最大邊際馬可夫(Maximum Margin Markov, M3)網絡,該網絡旨在結合圖形模型和支持向量機(Support Vector Machines, SVM)的優勢。