Machine learning for audio, image and video analysis : theory and applications /: theory and applications. (2015)

• Record Type: Book
• Further Information: Note: Francesco Camastra, Alessandro Vinciarelli.
• Authors: Camastra, Francesco, 1960-; Vinciarelli, Alessandro
• 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.
• Edition: Second edition
• Publisher Details: London : Springer
• Publication Date: 2015
• Extent: 1 online resource (xvi, 561 pages), illustrations
• Subjects: 006.3/1; Computer science; Machine learning; Pattern recognition systems; Image analysis; Pattern recognition systems; Image analysis; Machine learning; Computer Science; Pattern Recognition; Image Processing and Computer Vision; Multimedia Information Systems; Computers -- Computer Graphics; Computers -- Interactive & Multimedia; Image processing; Graphical & digital media applications; Optical pattern recognition; Computer vision; Multimedia systems; Computers -- Computer Vision & Pattern Recognition; Pattern recognition; Electronic books
• Languages: English
• ISBNs: 9781447167358; 1447167341; 9781447167341
• Related ISBNs: 144716735X; 9781447167341
• Notes: Note: Includes bibliographical references and index.; Note: Online resource; title from PDF title page (SpringerLink, viewed July 28, 2015).
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.