Title :
Diversity and unity of uncertainty theories
Author_Institution :
Dept. of Syst. Sci. & Ind. Eng., New York State Univ., Binghamton, NY, USA
Abstract :
Summary form only given. Serious study of the broad concept of uncertainty is an important ingredient of the emerging multidisciplinary area of intelligent systems. In this area, intelligent systems are defined as human-made systems that are capable of achieving highly complex tasks in human-like, intelligent way. The qualifier "human-like" in this definition is important since it distinguishes the area of intelligent systems from the current mainstream of artificial intelligence. In the area of intelligent systems, the human mind is viewed as a role model and the aim is to understand and emulate its various cognitive capabilities. One of them is the remarkable capability of human beings to act on perceptions, with all the imprecision and uncertainty attached to them, and to approximate perceptions in natural language. In order to emulate this capability, we need to develop much deeper understanding of the many facets of uncertainty than we possess at this time.
Keywords :
formal languages; fuzzy set theory; fuzzy systems; natural languages; uncertainty handling; Mobius representation; Sugeno 1-measures; additive probability measures; artificial intelligence; cognitive capability; convex sets; diagnostic uncertainty; formalized language; fuzzy set theory; generalized information theory; generalized measures; human-made systems; intelligent systems; interval-valued probability distributions; natural language; nonadditive measures; perceptions; predictive uncertainty; prescriptive uncertainty; probability theory; random sets; retrodictive uncertainty; theory fuzzification; uncertainty reduction; uncertainty theory; uncertainty-based information; Calculus; Capacity planning; Fuzzy set theory; Fuzzy sets; Information theory; Intelligent systems; Particle measurements; Probability distribution; Set theory; Uncertainty;
Conference_Titel :
Intelligent Systems, 2004. Proceedings. 2004 2nd International IEEE Conference
Print_ISBN :
0-7803-8278-1
DOI :
10.1109/IS.2004.1344627