Title :
Generalization of specialized on-the-fly composition
Author :
Oonishi, Tasuku ; Dixon, Paul R. ; Iwano, Koji ; Furui, Sadaoki
Author_Institution :
Dept. of Comput. Sci., Tokyo Inst. of Technol., Tokyo
Abstract :
In the Weighted Finite State Transducer (WFST) framework for speech recognition, we can reduce memory usage and increase flexibility by using on-the-fly composition which generates the search network dynamically during decoding. Methods have also been proposed for optimizing WFSTs in on-the-fly composition, however, these operations place restrictions on the structure of the component WFSTs. We propose extended on-the-fly optimization operations which can operate on WFSTs of arbitrary structure by utilizing a filter composition. The evaluations illustrate the proposed method is able to generate more efficient WFSTs.
Keywords :
finite state machines; speech recognition; extended on-the-fly optimization; filter composition; specialized on-the-fly composition; speech recognition; weighted finite state transducer; Computer science; Decoding; Engines; Filters; Optimization methods; Speech recognition; Topology; Transducers; WFST; on-the-fly composition; optimization operation;
Conference_Titel :
Acoustics, Speech and Signal Processing, 2009. ICASSP 2009. IEEE International Conference on
Conference_Location :
Taipei
Print_ISBN :
978-1-4244-2353-8
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2009.4960584