Averaging operators in fuzzy classification systems. (English) Zbl 1374.68564
Summary: The averaging operators used for aggregation of outputs of fuzzy classification rules are examined. Several methods used in fuzzy rule-based classification systems are discussed and related multi-polar averaging operators are shown. Further, new aggregation methods based on the idea used for the definition of OWA operators are described. The connection between multi-polar averaging operators and the multi-polar Choquet integral is shown and using this connection the conditions under which are the respective averaging operators monotone are studied. Several examples of special multi-polar OWA operators with a relation to existing bipolar aggregation operators are included.
MSC:
| 68T37 | Reasoning under uncertainty in the context of artificial intelligence |
| 68T05 | Learning and adaptive systems in artificial intelligence |
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