Title :
Computer-aided analysis and design for spoken dialogue systems based on quantitative simulations
Author :
Lin, Bor-shen ; Lee, Lin-shan
Author_Institution :
Dept. of Electr. Eng., Nat. Taiwan Univ., Taipei, Taiwan
fDate :
7/1/2001 12:00:00 AM
Abstract :
In this paper, a complete development of computer-aided analysis and design approaches for spoken dialogue systems based on quantitative simulations is presented. With this approach the various performance metrics of a dialogue system can be flexibly defined and numerically evaluated, such that the behavior and performance of the dialogue system can be well predicted and efficiently analyzed before the implementation of the real spoken dialogue system is completed. How the different dialogue performance measures vary with respect to each of the many very complicated factors, regardless of whether it is caused by an individual component, by the overall system design, or by users´ response patterns, can be separately identified, because all such factors can he precisely controlled in the simulation. Several analysis examples are presented to show how the approach can be used, including selection and tuning of the speech understanding front end, system strategy design considering query factors and confirmation factors, and objective estimates of user´s degree of satisfaction. This approach is therefore very useful for the analysis and design of spoken dialogue systems, although the online test, corpus-based analysis and user survey can always follow after the system is online
Keywords :
digital simulation; interactive systems; natural language interfaces; speech-based user interfaces; accuracy; computer-aided analysis; confirmation factors; degree of satisfaction; dialogue performance; dialogue performance measures; performance metrics; quantitative simulations; query factors; speech recognition; speech understanding front end; spoken dialogue systems; system strategy design; understanding conditions; user response patterns; Analytical models; Computational modeling; Computer aided analysis; Computer simulation; Control systems; Performance analysis; Prototypes; Speech analysis; System analysis and design; System testing;
Journal_Title :
Speech and Audio Processing, IEEE Transactions on