Machine Learning for Audio, Image and Video Analysis Theory and Applications /

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Machine Learning involves several scientific domains including mathematics, computer science, statistics and biology, and is an approach that enables computers to automatically learn from data. Focusing on complex media and how to convert raw data into useful information, this book offers both intro...

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Detalles Bibliográficos
Clasificación:Libro Electrónico
Autores principales: Camastra, Francesco (Autor), Vinciarelli, Alessandro (Autor)
Autor Corporativo: SpringerLink (Online service)
Formato: Electrónico eBook
Idioma:Inglés
Publicado: London : Springer London : Imprint: Springer, 2008.
Edición:1st ed. 2008.
Colección:Advanced Information and Knowledge Processing,
Temas:
Artificial intelligence.
Pattern recognition systems.
Computer vision.
Multimedia systems.
Artificial Intelligence.
Automated Pattern Recognition.
Computer Vision.
Multimedia Information Systems.
Acceso en línea:Texto Completo
Tabla de Contenidos:
  • From Perception to Computation
  • Audio Acquisition, Representation and Storage
  • Image and Video Acquisition, Representation and Storage
  • Machine Learning
  • Machine Learning
  • Bayesian Theory of Decision
  • Clustering Methods
  • Foundations of Statistical Learning and Model Selection
  • Supervised Neural Networks and Ensemble Methods
  • Kernel Methods
  • Markovian Models for Sequential Data
  • Feature Extraction Methods and Manifold Learning Methods
  • Applications
  • Speech and Handwriting Recognition
  • Automatic Face Recognition
  • Video Segmentation and Keyframe Extraction.

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