| Description |
xvi, 494 pages : illustrations ; 25 cm |
| Series |
Advanced information and knowledge processing |
|
Advanced information and knowledge processing.
|
| Contents |
Part 1: From Perception to Computation -- Audio Acquisition, Representation and Storage -- Image and Video Acquisition, Representation and Storage -- Part 2: 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 and Manifold Learning Methods -- Part 3: Applications -- Speech and Handwriting Recognition -- Automatic Face Recognition -- Video Segmentation and Keyframe Extraction -- Part 4: Appendices -- Statistics -- Signal Processing -- Matrix Algebra -- Mathematical Foundations of Kernel Methods |
| Summary |
Illustrates how to deal with complex media and convert raw data into useful information. Once the original data have been converted into a digital representation, the processing of different media can be performed under the unifying framework of machine learning |
| Bibliography |
Includes bibliographical references and index |
| Subject |
Machine learning.
|
| Author |
Vinciarelli, Alessandro.
|
| LC no. |
2007932413 |
| ISBN |
9781848000063 cased |
|
1848000065 cased |
|
9781848000070 ebook |
|
1848000073 ebook |
|
