Machine Learning for Audio, Image and Video Analysis : Theory and Applications (Hardcover)

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.