Machine Learning for Multimedia Content Analysis

Machine Learning for Multimedia Content Analysis pdf epub mobi txt 电子书 下载 2026

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出版者:Springer-Verlag New York Inc 作者:Gong, Yihong 出品人: 页数:296 译者: 出版时间:2007-9 价格:$ 157.07 装帧:HRD isbn号码:9780387699387 丛书系列:
图书标签
  • ebook
  • 机器学习
  • 多媒体内容分析
  • 图像处理
  • 视频分析
  • 音频分析
  • 深度学习
  • 计算机视觉
  • 模式识别
  • 数据挖掘
  • 人工智能
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具体描述

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).

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