Coverart for item
The Resource Machine learning for multimedia content analysis, Yihong Gong and Wei Xu

Machine learning for multimedia content analysis, Yihong Gong and Wei Xu

Label
Machine learning for multimedia content analysis
Title
Machine learning for multimedia content analysis
Statement of responsibility
Yihong Gong and Wei Xu
Creator
Contributor
Subject
Language
eng
Summary
Challenges in complexity and variability of multimedia data have led to revolutions in machine learning techniques. Multimedia data, such as digital images, audio streams and motion video programs, exhibit richer structures than simple, isolated data items. A number of pixels in a digital image collectively conveys certain visual content to viewers. A TV video program consists of both audio and image streams that unfold the underlying story. To recognize the visual content of a digital image, or to understand the underlying story of a video program, we may need to label sets of pixels or groups of image and audio frames jointly. Machine Learning for Multimedia Content Analysis introduces machine learning techniques that are particularly powerful and effective for modeling spatial, temporal structures of multimedia data and for accomplishing common tasks of multimedia content analysis. This book systematically covers these techniques in an intuitive fashion and demonstrates their applications through case studies. This volume uses a large number of figures to illustrate and visualize complex concepts, and provides insights into the characteristics of many algorithms through examinations of their loss functions and straightforward comparisons. Machine Learning for Multimedia Content Analysis is designed for an academic and professional audience. Researchers will find this book an invaluable tool for applying machine learning techniques to multimedia content analysis. This volume is also suitable for practitioners in industry
Member of
Cataloging source
GW5XE
http://library.link/vocab/creatorDate
1963-
http://library.link/vocab/creatorName
Gong, Yihong
Dewey number
006.3
Illustrations
illustrations
Index
index present
LC call number
QA76.575
LC item number
.G657 2007eb
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
http://library.link/vocab/relatedWorkOrContributorName
Xu, Wei
Series statement
Multimedia systems and applications series
Series volume
v. 30
http://library.link/vocab/subjectName
  • Multimedia systems
  • Machine learning
  • Image processing
  • Pattern recognition systems
  • COMPUTERS
  • PHOTOGRAPHY
  • TECHNOLOGY & ENGINEERING
  • COMPUTERS
  • Machine learning
  • Image processing
  • Pattern recognition systems
  • Multimedia systems
  • Informatique
  • Image processing
  • Machine learning
  • Multimedia systems
  • Pattern recognition systems
Label
Machine learning for multimedia content analysis, Yihong Gong and Wei Xu
Instantiates
Publication
Bibliography note
Includes bibliographical references (pages 269-274) and index
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
Unsupervised Learning -- Dimension Reduction -- Data Clustering Techniques -- Generative Graphical Models -- of Graphical Models -- Markov Chains and Monte Carlo Simulation -- Markov Random Fields and Gibbs Sampling -- Hidden Markov Models -- Inference and Learning for General Graphical Models -- Discriminative Graphical Models -- Maximum Entropy Model and Conditional Random Field -- Max-Margin Classifications
Control code
191449937
Dimensions
unknown
Extent
1 online resource (xv, 277 pages)
Form of item
online
Isbn
9780387699387
Lccn
2007927060
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
  • 10.1007/978-0-387-69942-4
  • 10.1007/978-0-387-69
Other physical details
illustrations.
http://library.link/vocab/ext/overdrive/overdriveId
978-0-387-69938-7
Specific material designation
remote
System control number
(OCoLC)191449937
Label
Machine learning for multimedia content analysis, Yihong Gong and Wei Xu
Publication
Bibliography note
Includes bibliographical references (pages 269-274) and index
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
Unsupervised Learning -- Dimension Reduction -- Data Clustering Techniques -- Generative Graphical Models -- of Graphical Models -- Markov Chains and Monte Carlo Simulation -- Markov Random Fields and Gibbs Sampling -- Hidden Markov Models -- Inference and Learning for General Graphical Models -- Discriminative Graphical Models -- Maximum Entropy Model and Conditional Random Field -- Max-Margin Classifications
Control code
191449937
Dimensions
unknown
Extent
1 online resource (xv, 277 pages)
Form of item
online
Isbn
9780387699387
Lccn
2007927060
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
  • 10.1007/978-0-387-69942-4
  • 10.1007/978-0-387-69
Other physical details
illustrations.
http://library.link/vocab/ext/overdrive/overdriveId
978-0-387-69938-7
Specific material designation
remote
System control number
(OCoLC)191449937

Library Locations

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