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Blind Speech Separation Shoji Makino

Blind Speech Separation By Shoji Makino

Blind Speech Separation by Shoji Makino


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Summary

This is the world's first edited book on independent component analysis (ICA)-based blind source separation (BSS) of convolutive mixtures of speech.

Blind Speech Separation Summary

Blind Speech Separation by Shoji Makino

This is the world's first edited book on independent component analysis (ICA)-based blind source separation (BSS) of convolutive mixtures of speech. This book brings together a small number of leading researchers to provide tutorial-like and in-depth treatment on major ICA-based BSS topics, with the objective of becoming the definitive source for current, comprehensive, authoritative, and yet accessible treatment.

About Shoji Makino

Dr. Shoji Makino is an IEEE Fellow, Associate Editor of the IEEE Transactions on Speech & Audio Processing, and Executive Manager NTT Communication Science Laboratories. Dr. Makino was also co-editor on the succesful 2005 Springer book: Benesty - Speech Enhancement.

Table of Contents

Part I: Multiple Microphone Blind Speech Separation with ICA 1. Convolutive Blind Source Separation for Speech Signals; S.C.Douglas, M.Gupta. 2. Frequency-Domain Blind Source Separation; H.Sawada, S.Araki, S.Makino. 3. Blind Source Separation using Space-Time Independent Component Analysis; M.Davies, et al. 4. TRINICON-based Blind System Identification with Application to Multiple-Source Localization and Separation; H.Buchner, R.Aichner, W.Kellermann. 5. SIMO-Model-Based Blind Source Separation-principle and its applications; H.Saruwatari, T.Takatani, K.Shikano. 6. Independent Vector Analysis for Convolutive Blind Speech Separation; I.Lee, T.Kim, T-W.Lee. 7. Relative Newton and Smoothing Multiplier Optimization Methods for Blind Source Separation; M.Zibulevsky. Part II: Underdeterminded Blind Speech Separation with Sparseness 8. The DUET Blind Source Separation Algorithm; S.Rickard. 9. K-means Based Underdetermined Blind Speech Separation; S.Araki, H.Sawada, S.Makino. 10. Underdetermined Blind Source Separation of Convolutive Mixtures by Hierarchical Clustering and L1-Norm Minimization; S.Winter, et al. 11. Bayesian Audio Source Separation; C.Fevotte. Part III: Single Microphone Blind Speech Separation 12. Monaural Source Separation; G.J.Jang, T-W.Lee. 13. Probabilistic Decompositions of Spectra for Sound Separation; P.Smaragdis. 14. Sparsification for Monaural Source Separation; H.Asari, et al. 15. Monaural Speech Separation by Support Vector Machines; S.Hochreiter, M.C.Mozer. Index.

Additional information

NLS9789048176519
9789048176519
9048176514
Blind Speech Separation by Shoji Makino
New
Paperback
Springer
2010-11-30
432
N/A
Book picture is for illustrative purposes only, actual binding, cover or edition may vary.
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