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Machine learning for multimedia content analysis

Author: Yihong Gong; Wei Xu, (Computer scientist)
Publisher: New York ; London : Springer, 2007.
Series: Multimedia systems and applications series, v. 30.
Edition/Format:   Print book : EnglishView all editions and formats
Summary:

This volume introduces machine learning techniques that are particularly effective for modeling multimedia data and common tasks of multimedia content analysis. It demonstrates the application of key  Read more...

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Material Type: Internet resource
Document Type: Book, Internet Resource
All Authors / Contributors: Yihong Gong; Wei Xu, (Computer scientist)
ISBN: 9780387699387 0387699384 1441943536 9781441943538 9780387699424 0387699422
OCLC Number: 85689792
Description: xv, 277 pages : illustrations ; 24 cm.
Contents: 1. Introduction --
pt. I. Unsupervised Learning --
2. Dimension Reduction --
3. Data Clustering Techniques --
pt. II. Generative Graphical Models --
4. Introduction of Graphical Models --
5. Markov Chains and Monte Carlo Simulation --
6. Markov Random Fields and Gibbs Sampling --
7. Hidden Markov Models --
8. Inference and Learning for General Graphical Models --
pt. III. Discriminative Graphical Models --
9. Maximum Entropy Model and Conditional Random Field --
10. Max-Margin Classifications.
Series Title: Multimedia systems and applications series, v. 30.
Responsibility: Yihong Gong and Wei Xu.
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From the reviews:"The objectives of this book are to bring together powerful machine learning techniques that are suitable for modeling multimedia data, and to showcase their application to common Read more...

 
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