Fuzzy Rule Interpolation With $K$-Neighbors for TSK Models
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Fuzzy Systems"
DOI: 10.1109/tfuzz.2021.3136359
Abstract: When a fuzzy system is presented with an incomplete (or sparse) rule base, fuzzy rule interpolation (FRI) offers a useful mechanism to infer conclusions for unmatched observations. However, most existing FRI methodologies are established for… read more here.
Keywords: interpolation neighbors; rule; fuzzy rule; rule interpolation ... See more keywords
Transformation-Based Fuzzy Rule Interpolation Using Interval Type-2 Fuzzy Sets
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DOI: 10.3390/a10030091
Abstract: In support of reasoning with sparse rule bases, fuzzy rule interpolation (FRI) offers a helpful inference mechanism for deriving an approximate conclusion when a given observation has no overlap with any rule in the existing… read more here.
Keywords: type fuzzy; fuzzy sets; rule interpolation; rule ... See more keywords
Towards Dynamic Fuzzy Rule Interpolation via Density-Based Rule Promotion from Interpolated Outcomes
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DOI: 10.3390/math12030402
Abstract: Traditional fuzzy rule-based systems struggle with scenarios where knowledge gaps exist in the problem domain, due to limited data or experience. Fuzzy rule interpolation (FRI) effectively addresses the challenge of inference in fuzzy systems when… read more here.
Keywords: interpolated rules; rule; dynamic fuzzy; rule interpolation ... See more keywords