Title :
Practical implementation of an efficient forward-backward algorithm for an explicit-duration hidden Markov model
Author :
Yu, Shun-zheng ; Kobayashi, Hisashi
Author_Institution :
Dept. of Electr. & Commun. Eng., Sun Yat-Sen Univ., Guangzhou, China
fDate :
5/1/2006 12:00:00 AM
Abstract :
This correspondence addresses several practical problems in implementing a forward-backward (FB) algorithm for an explicit-duration hidden Markov model. First, the FB variables are redefined in terms of posterior probabilities to avoid possible underflows that may occur in practice. Then, a forward recursion is used that is symmetric to the backward one and can reduce the number of logic gates required to implement on a field-programmable gate-array (FPGA) chip.
Keywords :
field programmable gate arrays; hidden Markov models; logic gates; FPGA; explicit-duration hidden Markov model; field-programmable gate-array chip; forward-backward algorithm; logic gates; posterior probabilities; Field programmable gate arrays; Handwriting recognition; Hidden Markov models; Land mobile radio cellular systems; Logic gates; Magnetic resonance imaging; Signal processing algorithms; Speech analysis; Speech recognition; Videos; Explicit-duration hidden Markov model (HMM); forward–backward (FB) algorithm; hidden Markov model (HMM); hidden semi-Markov model (HSMM); variable duration HMM;
Journal_Title :
Signal Processing, IEEE Transactions on
DOI :
10.1109/TSP.2006.872540