DocumentCode :
3453064
Title :
Improved dynamic match phone lattice search using Viterbi scores and Jaro Winkler distance for keyword spotting system
Author :
Rajabzadeh, Maria ; Tabibian, Shima ; Akbari, Ahmad ; Nasersharif, Babak
Author_Institution :
Comput. Eng. Dept., Iran Univ. of Sci. & Technol., Tehran, Iran
fYear :
2012
fDate :
2-3 May 2012
Firstpage :
423
Lastpage :
427
Abstract :
Keyword spotting (KWS) refers to finding of all occurrences of the chosen words in speech utterances. One of known methods for KWS problem is phone lattice search (PLS). In this method, accuracy and speed of lattice search are most important aspects. One method used in PLS, is Minimum Edit Distance (MED) measure. While this measure increases detection rate, it also raises the false alarm rate. In this paper, we propose some approaches to improve the false alarm rate and also the search speed. We use Viterbi scores and Jaro-Winkler distance besides MED measure in order to decrease the false alarm rate. We also use lattice pruning and indexing techniques for increasing the speed of search on the lattice. Results show that proposed method increases accuracy and search speed of KWS system in comparison to using only MED measure.
Keywords :
indexing; lattice theory; speech processing; Jaro Winkler distance; KWS problem; MED; PLS; Viterbi scores; detection rate; dynamic match phone lattice search; false alarm rate; keyword spotting system; lattice indexing technique; lattice pruning technique; minimum edit distance measure; search speed; speech utterances; Accuracy; Indexing; Lattices; Speech; Speech processing; Speech recognition; Viterbi algorithm; Distance Measure; Keyword Spotting; Lattice Search; Phone Lattice; Scoring;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Artificial Intelligence and Signal Processing (AISP), 2012 16th CSI International Symposium on
Conference_Location :
Shiraz, Fars
Print_ISBN :
978-1-4673-1478-7
Type :
conf
DOI :
10.1109/AISP.2012.6313785
Filename :
6313785
Link To Document :
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