MARC details
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
|---|
| fixed length control field |
100225s2008 nyua b 001 0 eng |
| 010 ## - LIBRARY OF CONGRESS CONTROL NUMBER |
|---|
| LC control number |
2007939820 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| International Standard Book Number |
9783540751700 (hardover : alk. paper) |
| 035 ## - SYSTEM CONTROL NUMBER |
|---|
| System control number |
(Sirsi) u3872 |
| 040 ## - CATALOGING SOURCE |
|---|
| Original cataloging agency |
EG-CaNU |
| Transcribing agency |
EG-CaNU |
| Modifying agency |
EG-CaNU |
| 042 ## - AUTHENTICATION CODE |
|---|
| Authentication code |
ncode |
| 082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER |
|---|
| Classification number |
006.31 |
| Edition number |
22 |
| 245 00 - TITLE STATEMENT |
|---|
| Title |
Machine learning techniques for multimedia : |
| Remainder of title |
case studies on organization and retrieval / |
| Statement of responsibility, etc. |
[edited by] Matthieu, Padraig. |
| 250 ## - EDITION STATEMENT |
|---|
| Edition statement |
1st ed. |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. |
|---|
| Place of publication, distribution, etc. |
New York : |
| Name of publisher, distributor, etc. |
Springer, |
| Date of publication, distribution, etc. |
2008. |
| 300 ## - PHYSICAL DESCRIPTION |
|---|
| Extent |
xvi, 288 p. : |
| Other physical details |
ill. ; |
| Dimensions |
24 cm. |
| 490 1# - SERIES STATEMENT |
|---|
| Series statement |
Cognitive technologies |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE |
|---|
| Bibliography, etc. note |
Includes bibliographical references and index. |
| 505 0# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
1 Introduction to Bayesian Methods and Decision Theory -- 2 Supervised Learning -- 3 Unsupervised Learning and Clustering -- 4 Dimension Reduction -- 5 Online Content-Based Image Retrieval Using Active Learning -- 6 Conservative Learning for Object Detectors -- 7 Machine Learning Techniques -- 8 Mental Search in Image Databases: Implicit Versus Explicit Content Query -- 9 Combining Textual and Visual Information for Semantic Labeling of Images and Videos -- 10 Machine Learning for Semi-structured Multimedia Documents: Application to Pornographic Filtering and Thematic Categorization -- 11 Classification and Clustering of Music for Novel Music Access Applications. |
| 520 ## - SUMMARY, ETC. |
|---|
| Summary, etc. |
Processing multimedia content has emerged as a key area for the application of machine learning techniques, where the objectives are to provide insight into the domain from which the data is drawn, and to organize that data and improve the performance of the processes manipulating it. Applying machine learning techniques to multimedia content involves special considerations – the data is typically of very high dimension, and the normal distinction between supervised and unsupervised techniques does not always apply. This book provides a comprehensive coverage of the most important machine learning techniques used and their application in this domain. Arising from the EU MUSCLE network, a program that drew together multidisciplinary teams with expertise in machine learning, pattern recognition, artificial intelligence, and image, video, text and crossmedia processing, the book first introduces the machine learning principles and techniques that are applied in multimedia data processing and analysis. The second part focuses on multimedia data processing applications, with chapters examining specific machine learning issues in domains such as image retrieval, biometrics, semantic labelling, mobile devices, and mining in text and music. This book will be suitable for practitioners, researchers and students engaged with machine learning in multimedia applications. |
| 596 ## - |
|---|
| -- |
1 |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
Machine learning. |
| 9 (RLIN) |
107 |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
Multimedia systems. |
| 9 (RLIN) |
1918 |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Cord, Matthieu. |
| 9 (RLIN) |
7637 |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Cord, Matthieu. |
| 9 (RLIN) |
7637 |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Cunningham, Pádraig, |
| Dates associated with a name |
1962- |
| 9 (RLIN) |
2637 |