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Machine Learning for Audio, Image and Video Analysis

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Cover of 'Machine Learning for Audio, Image and Video Analysis'

Table of Contents

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    Book Overview
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    Chapter 1 Introduction
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    Chapter 2 Audio Acquisition, Representation and Storage
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    Chapter 3 Image and Video Acquisition, Representation and Storage
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    Chapter 4 Machine Learning
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    Chapter 5 Bayesian Theory of Decision
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    Chapter 6 Clustering Methods
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    Chapter 7 Foundations of Statistical Learning and Model Selection
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    Chapter 8 Supervised Neural Networks and Ensemble Methods
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    Chapter 9 Kernel Methods
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    Chapter 10 Markovian Models for Sequential Data
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    Chapter 11 Feature Extraction Methods and Manifold Learning Methods
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    Chapter 12 Speech and Handwriting Recognition
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    Chapter 13 Automatic Face Recognition
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    Chapter 14 Video Segmentation and Keyframe Extraction
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    Chapter 15 Real-Time Hand Pose Recognition
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    Chapter 16 Automatic Personality Perception
Attention for Chapter 7: Foundations of Statistical Learning and Model Selection
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