Title :
On a deductive reasoning model and method for uncertainty
Author :
Suzuki, Makoto ; Matsushima, Toshiyasu ; Hirasawa, Shigcichi
Author_Institution :
Sch. of Sci. & Eng., Waseda Univ., Tokyo, Japan
Abstract :
Discusses a problem of deduction with uncertainty that has been dealt with by various diagnostic expert systems. First, we propose a mathematical framework of deductive reasoning with uncertainty. The subject of the reasoning is the calculation of conditional probabilities. Second, we establish a new reasoning method. Our deduction algorithm can compute the conditional probabilities precisely. To put it another way around, the result minimizes the divergence
Keywords :
belief networks; diagnostic expert systems; diagnostic reasoning; minimisation; probability; uncertainty handling; belief networks; conditional probabilities calculation; deductive reasoning model; diagnostic expert systems; divergence minimization; mathematical framework; uncertainty; Uncertainty;
Conference_Titel :
Tools with Artificial Intelligence, 1999. Proceedings. 11th IEEE International Conference on
Conference_Location :
Chicago, IL
Print_ISBN :
0-7695-0456-6
DOI :
10.1109/TAI.1999.809781