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

Author: Francesco Camastra; Alessandro Vinciarelli
Publisher: London : Springer London, 2015.
Series: Advanced Information and Knowledge Processing
Edition/Format:   Computer file : English : 2nd ed. 2015View all editions and formats
Summary:

This book illustrates how to deal with complex media and convert raw data into useful information. Students and researchers needing a solid foundation or reference, and practitioners interested in  Read more...

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Material Type: Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: Francesco Camastra; Alessandro Vinciarelli
ISBN: 9781447167341 1447167341 9781447167358 144716735X
OCLC Number: 915890589
Description: 1 online resource (XVI, 561 p. 119 illus)
Contents: Introduction.- Part I: From Perception to Computation.- Audio Acquisition, Representation and Storage.- Image and Video Acquisition, Representation and Storage.- Part II: 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.- Part III: Applications.- Speech and Handwriting Recognition.- Speech and Handwriting Recognition.- Video Segmentation and Keyframe Extraction.- Real-Time Hand Pose Recognition.- Automatic Personality Perception.- Part IV: Appendices.- Appendix A: Statistics.- Appendix B: Signal Processing.- Appendix C: Matrix Algebra.- Appendix D: Mathematical Foundations of Kernel Methods.- Index.
Series Title: Advanced Information and Knowledge Processing
Responsibility: by Francesco Camastra, Alessandro Vinciarelli.

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From the reviews: "A book that focuses on the intersection and intersection of these two fast-growing areas could not be better timed. the book is organized into three major parts that cover audio Read more...

 
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