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Machine Learning Techniques for Multimedia 2008
- Matthieu Cord, Pádraig Cunningham:
Machine Learning Techniques for Multimedia - Case Studies on Organization and Retrieval. Cognitive Technologies, Springer 2008, ISBN 978-3-540-75170-0
Part I / Introduction to Learning Principles for Multimedia Data
- Simon P. Wilson, Rozenn Dahyot, Pádraig Cunningham:
Introduction to Bayesian Methods and Decision Theory. 3-19 - Pádraig Cunningham, Matthieu Cord, Sarah Jane Delany:
Supervised Learning. 21-49 - Derek Greene, Pádraig Cunningham, Rudolf Mayer:
Unsupervised Learning and Clustering. 51-90 - Pádraig Cunningham:
Dimension Reduction. 91-112
Part II / Multimedia Applications
- Matthieu Cord, Philippe Henri Gosselin:
Online Content-Based Image Retrieval Using Active Learning. 115-138 - Peter M. Roth, Horst Bischof:
Conservative Learning for Object Detectors. 139-158 - Roberto Valenti, Nicu Sebe, Theo Gevers, Ira Cohen:
Machine Learning Techniques for Face Analysis. 159-187 - Simon P. Wilson, Julien Fauqueur, Nozha Boujemaa:
Mental Search in Image Databases: Implicit Versus Explicit Content Query. 189-204 - Pinar Duygulu, Muhammet Bastan, Derya Ozkan:
Combining Textual and Visual Information for Semantic Labeling of Images and Videos. 205-225 - Ludovic Denoyer, Patrick Gallinari:
Machine Learning for Semi-structured Multimedia Documents: Application to Pornographic Filtering and Thematic Categorization. 227-247 - Thomas Lidy, Andreas Rauber:
Classification and Clustering of Music for Novel Music Access Applications. 249-285
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