Title :
Prototype reasoning and knowledge creation using granular objects
Author :
Yager, Ronald R.
Author_Institution :
Iona Coll., New Rochelle, NY, USA
fDate :
6/24/1905 12:00:00 AM
Abstract :
We introduce a general framework which we call prototype based reasoning. We explain its role as a technology for knowledge discovery We look at some types of prototype based reasoning systems. First we consider nearest neighbor based systems. We then look at fuzzy rule based models and view these as prototype based reasoning. This unified perspective allows us to extend the capabilities of fuzzy modeling technology in a number of directions
Keywords :
data mining; fuzzy set theory; fuzzy systems; inference mechanisms; pattern classification; fuzzy rule based models; granular objects; knowledge creation; knowledge discovery; nearest neighbor based systems; prototype based reasoning; Artificial intelligence; Bioreactors; Bridges; Educational institutions; Engines; Fuzzy reasoning; Fuzzy systems; Nearest neighbor searches; Noise measurement; Prototypes;
Conference_Titel :
Fuzzy Systems, 2002. FUZZ-IEEE'02. Proceedings of the 2002 IEEE International Conference on
Conference_Location :
Honolulu, HI
Print_ISBN :
0-7803-7280-8
DOI :
10.1109/FUZZ.2002.1005074