TY  - BOOK
AU  - Minker,Wolfgang
AU  - Nakamura,Satoshi
AU  - Markov,Konstantin
AU  - Sakti,Sakriani
ED  - SpringerLink (Online service)
TI  - Incorporating Knowledge Sources into Statistical Speech Recognition
T2  - Lecture Notes in Electrical Engineering,
SN  - 9780387858302
PY  - 2009///
CY  - Boston, MA
PB  - Springer US
KW  - ENGINEERING
KW  - COMPUTER COMMUNICATION NETWORKS
KW  - ACOUSTICS
KW  - COMPUTER ENGINEERING
KW  - TELECOMMUNICATION
KW  - ELECTRICAL ENGINEERING
KW  - COMMUNICATIONS ENGINEERING, NETWORKS
KW  - SIGNAL, IMAGE AND SPEECH PROCESSING
N1  - and Book Overview -- Statistical Speech Recognition -- Graphical Framework to Incorporate Knowledge Sources -- Speech Recognition Using GFIKS -- Conclusions and Future Directions
N2  - 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
UR  - http://dx.doi.org/10.1007/978-0-387-85830-2
ER  -