DocumentCode :
672822
Title :
Evaluation and error recovery methods of an IVR based real time speech recognition application
Author :
Khan, Sharifullah ; Basu, Joyanta ; Bepari, Milton S. ; Roy, Ranjit
Author_Institution :
CDAC, Kolkata, India
fYear :
2013
fDate :
25-27 Nov. 2013
Firstpage :
1
Lastpage :
6
Abstract :
Field trial and evaluation of any real world speech recognition application using Interactive Voice Response technology are likely to be a daunting task. It has to face challenges regarding spoken language conventions, pronunciation variations, recognition issues in noisy environment, limitations of human cognition, working memory and differences between users. Present study illustrates the entire evaluation process of such an agricultural information retrieval system mainly targeted towards semi-literate or illiterate farmers. A new set of evaluation metrics as per the designed evaluation strategies, details of field trial processes, feedback analysis and finally system performance results are presented in a well organized way. Additionally to meet users´ expectations, distinctive error recovery methods like Signal Analysis and Decision, Confidence Measure and Polling, Complementary Information, Runtime model generation etc. are introduced and incorporated to confirm performance enhancement in final trial. Evaluation methods and metrics used here are domain independent and applicable to similar systems.
Keywords :
agricultural engineering; cognition; human factors; information retrieval; interactive systems; natural languages; real-time systems; speech recognition; voice communication; IVR based real time speech recognition application; agricultural information retrieval system; complementary information; confidence measure and polling; distinctive error recovery methods; feedback analysis; field trial processes; human cognition; illiterate farmers; interactive voice response technology; noisy environment; pronunciation variations; real world speech recognition application; runtime model generation; semiliterate farmers; signal analysis and decision; spoken language conventions; user expectations; working memory; Accuracy; Data models; Measurement; Speech; System performance; Testing; Training; ASR evaluation metrics; ASR field trial analysis; Error recovery methods;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Oriental COCOSDA held jointly with 2013 Conference on Asian Spoken Language Research and Evaluation (O-COCOSDA/CASLRE), 2013 International Conference
Conference_Location :
Gurgaon
Type :
conf
DOI :
10.1109/ICSDA.2013.6709847
Filename :
6709847
Link To Document :
بازگشت