Title :
An optimal path coding system for DAWG lexicon-HMM
Author :
Lifchitz, Alain ; Maire, Frederic ; Revuz, Dominique
Author_Institution :
Lab. d´Inf. de Paris 6, Univ. P. & M. Curie, Paris, France
Abstract :
Lexical constraints on the input of speech and on-line handwriting systems improve the performance of such systems. A significant gain in speed can be achieved by integrating in a digraph structure the different Hidden Markov Models (HMM) corresponding to the words of the relevant lexicon. This integration avoids redundant computations by sharing intermediate results between HMM´s corresponding to different words of the lexicon. In this paper, we introduce a token passing method to perform simultaneously the computation of the a posteriori probabilities of all the words of the lexicon. The coding scheme that we introduce for the tokens is optimal in the information theory sense. The tokens use the minimum possible number of bits. Overall, we optimize simultaneously the execution speed and the memory requirement of the recognition systems.
Keywords :
directed graphs; encoding; handwriting recognition; hidden Markov models; speech recognition; Directed Acyclic Word Graph; a posteriori probabilities; dawg lexicon-HMM; digraph structure; hidden Markov models; lexical constraints; on-line handwriting systems; optimal path coding system; Automata; Complexity theory; Encoding; Europe; Hidden Markov models; Memory management; Viterbi algorithm;
Conference_Titel :
Signal Processing Conference, 2006 14th European
Conference_Location :
Florence