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Incorporating Knowledge Sources Into Statistical Speech Recognition Hardback - 2009 - 2009th Edition
by Sakriani Sakti; Konstantin Markov; Satoshi Nakamura
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From the publisher
From the rear cover
Incorporating Knowledge Sources into Statistical Speech Recognition offers solutions for enhancing the robustness of a statistical automatic speech recognition (ASR) system by incorporating various additional knowledge sources while keeping the training and recognition effort feasible.
The authors provide an efficient general framework for incorporating knowledge sources into state-of-the-art statistical ASR systems. This framework, which is called GFIKS (graphical framework to incorporate additional knowledge sources), was designed by utilizing the concept of the Bayesian network (BN) framework. This framework allows probabilistic relationships among different information sources to be learned, various kinds of knowledge sources to be incorporated, and a probabilistic function of the model to be formulated.
Incorporating Knowledge Sources into Statistical Speech Recognition demonstrates how the statistical speech recognition system may incorporate additional information sources by utilizing GFIKS at different levels of ASR. The incorporation of various knowledge sources, including background noises, accent, gender and wide phonetic knowledge information, in modeling is discussed theoretically and analyzed experimentally.
Details
- Title Incorporating Knowledge Sources Into Statistical Speech Recognition
- Author Sakriani Sakti; Konstantin Markov; Satoshi Nakamura
- Binding Hardback
- Edition number 2009th
- Edition 2009
- Pages 196
- Volumes 1
- Language ENG
- Publisher Springer
- Publication date 2009-03-19
- ISBN 9780387858296 / 0387858296
- Weight 0.95 lbs (0.43 kg)
- Dimensions 9.3 x 6.3 x 0.6 in (23.62 x 16.00 x 1.52 cm)
-
Themes
- Aspects (Academic): Allied Health
- Category Computers - Communications / Networking
- Dewey Decimal Code 006.454
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INCORPORATING KNOWLEDGE SOURCES INTO STATISTICAL SPEECH RECOGNITION (LECTURE NOTES IN ELECTRICAL ENGINEERING)
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Incorporating Knowledge Sources into Statistical Speech Recognition (Lecture Notes in Electrical Engineering, 42)
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Incorporating Knowledge Sources into Statistical Speech Recognition: 42 (Lecture Notes in Electrical Engineering)
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Incorporating Knowledge Sources Into Statistical Speech Recognition
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Incorporating Knowledge Sources Into Statistical Speech Recognition
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Incorporating Knowledge Sources into Statistical Speech Recognition
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