Buch

---

Übersicht

---

Verlag	:	Springer London
Buchreihe	:	Advanced Information and Knowledge Processing
Sprache	:	Englisch
Erschienen	:	23. 10. 2016
Seiten	:	561
Einband	:	Kartoniert
Höhe	:	235 mm
Breite	:	155 mm
Gewicht	:	878 g
ISBN	:	9781447168409
Sprache	:	Englisch

---

Inhaltsverzeichnis

---

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.

Pressestimmen

---

“This nice book of over 560 pages is really useful for students, researchers, practitioners, and anybody who is interested in machine learning and related subjects.” (Michael M. Dediu, Mathematical Reviews, May, 2017)

Deine Buchhandlung

---