TY - BOOK ID - 7764232 TI - Incorporating knowledge sources into statistical speech recognition AU - Sakti, Sakriani. AU - Markov, Konstantin. AU - Nakamura, Satoshi. PY - 2009 SN - 1441946764 0387858296 9786612019371 1282019376 038785830X PB - New York : Springer, DB - UniCat KW - Automatic speech recognition. KW - Pattern recognition systems. KW - Signal processing. KW - Speech processing systems. KW - Electrical Engineering KW - Electrical & Computer Engineering KW - Engineering & Applied Sciences KW - Automatic speech recognition KW - Electrical engineering. KW - Statistical methods. KW - Electric engineering KW - Mechanical speech recognizer KW - Speech recognition, Automatic KW - Acoustics. KW - Telecommunication. KW - Computer Communication Networks. KW - Computer engineering. KW - Signal, Image and Speech Processing. KW - Communications Engineering, Networks. KW - Electrical Engineering. KW - Computers KW - Electric communication KW - Mass communication KW - Telecom KW - Telecommunication industry KW - Telecommunications KW - Communication KW - Information theory KW - Telecommuting KW - Design and construction KW - Engineering KW - Pattern recognition systems KW - Perceptrons KW - Speech, Intelligibility of KW - Speech perception KW - Speech processing systems KW - Image processing. KW - Computer communication systems. KW - Computational linguistics KW - Electronic systems KW - Modulation theory KW - Oral communication KW - Speech KW - Telecommunication KW - Singing voice synthesizers KW - Pictorial data processing KW - Picture processing KW - Processing, Image KW - Imaging systems KW - Optical data processing KW - Communication systems, Computer KW - Computer communication systems KW - Data networks, Computer KW - ECNs (Electronic communication networks) KW - Electronic communication networks KW - Networks, Computer KW - Teleprocessing networks KW - Data transmission systems KW - Digital communications KW - Information networks KW - Cyberinfrastructure KW - Electronic data processing KW - Network computers KW - Processing, Signal KW - Information measurement KW - Signal theory (Telecommunication) KW - Distributed processing UR - https://www.unicat.be/uniCat?func=search&query=sysid:7764232 AB - 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. ER -