Title :
A Framework for Use of Imprecise Categorization in Developing Intelligent Systems
Author :
Petry, Frederick E. ; Yager, Ronald R.
Author_Institution :
Stennis Space Center, Naval Res. Lab., MS, USA
fDate :
4/1/2010 12:00:00 AM
Abstract :
In this paper, we develop characterizations of the properties of categories. We introduce an approach to representing imprecise hierarchies based on the idea of fragmentation. In the case of fuzzy categories, measures of how well fuzzy categorization satisfies the concept of a partitioning for such categories are developed. Finally, issues that are involved in the formulation of fuzzy categorization of a domain using approaches based on the use of prototypes are considered.
Keywords :
fuzzy set theory; fuzzy systems; pattern recognition; fragmentation; fuzzy categorization; imprecise categorization; imprecise hierarchies; intelligent systems development; Categories; concept hierarchy; fragmentation; partitions;
Journal_Title :
Fuzzy Systems, IEEE Transactions on
DOI :
10.1109/TFUZZ.2010.2041782