Title :
Customized explanation in expert system for earthquake prediction
Author :
Bofeng, Zhang ; Yue, Liu
Author_Institution :
Sch. of Comput. Eng. & Sci., Shanghai Univ.
Abstract :
A main line of research for introducing explanation capabilities in knowledge-based system supposes that explanations are used to transmit knowledge from the machine to a user and to improve learning ability of the latter. A reasonable explanation should be adapted to different level of users because different users have different knowledge. To describe the difference and then generate a personalized explanation is the main problem. In this paper, a novel method called FUM-CE (fuzzy user model based customized explanation) is proposed, in which a fuzzy user model called FUM is defined, and then several new algorithms are proposed to initialize FUM, update FUM, and extract correlative knowledge for explanation based on the FUM. FUM-CE can provide different and suitable explanation for the different users with different domain knowledge, by which the understandability and acceptability of the expert system for earthquake prediction are improved
Keywords :
earthquakes; expert systems; explanation; fuzzy set theory; geophysics computing; earthquake prediction; expert system; fuzzy user model based customized explanation; knowledge-based system; Artificial intelligence; Earthquake engineering; Expert systems; Fuzzy systems; Humans; Hybrid intelligent systems; Knowledge based systems; Knowledge engineering; Machine learning; Problem-solving;
Conference_Titel :
Tools with Artificial Intelligence, 2005. ICTAI 05. 17th IEEE International Conference on
Conference_Location :
Hong Kong
Print_ISBN :
0-7695-2488-5
DOI :
10.1109/ICTAI.2005.54