Language Identification Using Spectral and Prosodic Features - K. Sreenivasa Rao, V. Ramu Reddy, Sudhamay Maity

Language Identification Using Spectral and Prosodic Features

Buch | Softcover
XI, 98 Seiten
2015 | 2015
Springer International Publishing (Verlag)
978-3-319-17162-3 (ISBN)
53,49 inkl. MwSt
This book discusses the impact of spectral features extracted from frame level, glottal closure regions, and pitch-synchronous analysis on the performance of language identification systems. In addition to spectral features, the authors explore prosodic features such as intonation, rhythm, and stress features for discriminating the languages. They present how the proposed spectral and prosodic features capture the language specific information from two complementary aspects, showing how the development of language identification (LID) system using the combination of spectral and prosodic features will enhance the accuracy of identification as well as improve the robustness of the system. This book provides the methods to extract the spectral and prosodic features at various levels, and also suggests the appropriate models for developing robust LID systems according to specific spectral and prosodic features. Finally, the book discuss about various combinations of spectral and prosodic features, and the desired models to enhance the performance of LID systems.

Introduction.- Literature Review.- Language Identification using Spectral Features.- Language Identification using Prosodic Features.- Summary and Conclusions.- Appendix A: LPCC Features.- Appendix B: MFCC Features.- Appendix C: Gaussian Mixture Model (GMM).

Erscheint lt. Verlag 9.4.2015
Reihe/Serie SpringerBriefs in Speech Technology
Zusatzinfo XI, 98 p. 21 illus., 5 illus. in color.
Verlagsort Cham
Sprache englisch
Maße 155 x 235 mm
Gewicht 183 g
Themenwelt Technik Elektrotechnik / Energietechnik
Schlagworte Combination of Spectral and Prosodic Features for • Combination of Spectral and Prosodic Features for LID • Intonation, Rhythm and Stress Features for LID • Language Identification from Speech • Language Identification Using Multilevel Prosodic • Language Identification Using Multilevel Prosodic Features • Language Identification using Multi-level Spectral • Language Identification using Multi-level Spectral Features • Language Identification using Prosodic Features • Language Identification using Spectral Features • Language Recognition from Speech • LID Using Pitch-synchronous Spectral Features • LID Using Spectral Features from Glottal Closure R • LID Using Spectral Features from Glottal Closure Regions • Spectral and Prosodic Features for Language Identi • Spectral and Prosodic Features for Language Identification
ISBN-10 3-319-17162-3 / 3319171623
ISBN-13 978-3-319-17162-3 / 9783319171623
Zustand Neuware
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