Machine Learning for Multimedia Content Analysis

Gong, Yihong; Xu, Wei

ISBN 10: 0387699384 / ISBN 13: 9780387699387

Edité par Springer, 2007

A propos de cet article

N° de réf. du vendeur 5073526-n

Détails bibliographiques

• Titre: Machine Learning for Multimedia Content Analysis
• Éditeur: Springer
• Date de parution: 2007
• Langue: anglais
• ISBN à 10 chiffres: 0387699384
• ISBN à 13 chiffres: 9780387699387
• Reliure: Couverture rigide
• État de l'article: New

A propos de ce titre

Synopsis

Multimedia data, such as digital images, audio streams and motion video programs, exhibit richer structures than simple, isolated data items. 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).

Présentation de l'éditeur

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 machine learning techniques through case studies.