DocumentCode :
118017
Title :
Towards better keyword search performance on Malay broadcast news data
Author :
Haihua Xu ; Pham Van Tung ; Eng-Siong Chng ; Haizhou Li
Author_Institution :
Hanyang Technol. Univ., Singapore, Singapore
fYear :
2014
fDate :
9-12 Dec. 2014
Firstpage :
1
Lastpage :
5
Abstract :
In this paper we describe approaches to building our recent Malay broadcast news audio retrieval system. This system contains speech-to-text and keyword search subsystems. The speech-to-text system is built aiming at two folds: hybrid vocabulary recognition to tackle out-of-vocabulary keyword search issue and diversified acoustic modeling for effective system combination in keyword searching afterwards. For keyword search part we focus on the strategies such as keyword expansion to alleviate the out-of-vocabulary search issue and system combination to attain better search performance. Last we also introduce our data driven based keyword selection recipe to evaluate our system performance using actual term weighted value (ATWV) metric.
Keywords :
audio signal processing; information retrieval; natural language processing; performance evaluation; speech processing; speech recognition; vocabulary; ATWV metric; Malay broadcast news audio retrieval system; Malay broadcast news data; actual term weighted value metric; data driven based keyword selection recipe; diversified acoustic modeling; hybrid vocabulary recognition; keyword expansion; keyword search performance; keyword search subsystem; keyword searching; out-of-vocabulary keyword search issue; out-of-vocabulary search issue; speech-to-text subsystem; system combination; system performance evaluation; Acoustics; Buildings; Keyword search; Lattices; Speech recognition; Training; Vocabulary; Spoken term detection; keyword search; keyword selection; score normalization; system combination;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Asia-Pacific Signal and Information Processing Association, 2014 Annual Summit and Conference (APSIPA)
Conference_Location :
Siem Reap
Type :
conf
DOI :
10.1109/APSIPA.2014.7041580
Filename :
7041580
Link To Document :
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