DocumentCode :
845825
Title :
Noble reinforcement in disjunctive aggregation operators
Author :
Yager, Ronald R.
Author_Institution :
Machine Intelligence Inst., Iona Coll., New Rochelle, NY, USA
Volume :
11
Issue :
6
fYear :
2003
Firstpage :
754
Lastpage :
767
Abstract :
We discuss the role of disjunctive aggregation operators in prototype based reasoning systems such as recommender systems. We indicate a need for these aggregation operators to have the additional property of noble reinforcement: Allowing a collection of high valued arguments to reinforce each other to give complete satisfaction while avoiding the situation in which a collection of low valued arguments act in the same way. We describe the difficulty that most t-conorms have in realizing this feature of noble reinforcement. We show that by relaxing the requirement of associativity we can provide disjunctive type aggregation operators that manifest noble reinforcement.
Keywords :
aggregation; fuzzy logic; fuzzy set theory; inference mechanisms; complete satisfaction; disjunctive aggregation operators; fuzzy logic; high valued arguments; low valued arguments; noble reinforcement; prototype based reasoning systems; recommender systems; t-conorms; triangular norms; Aggregates; Commutation; Fuzzy logic; Fuzzy systems; Machine intelligence; Nearest neighbor searches; Prototypes; Recommender systems;
fLanguage :
English
Journal_Title :
Fuzzy Systems, IEEE Transactions on
Publisher :
ieee
ISSN :
1063-6706
Type :
jour
DOI :
10.1109/TFUZZ.2003.819840
Filename :
1255413
Link To Document :
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