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A proposal for an intuitionistic fuzzy inference system

Authors: Amaury Hernandez-Aguila; Mario García Valdez; Oscar Castillo 0001;

A proposal for an intuitionistic fuzzy inference system

Abstract

This work describes a method to construct type-1 intuitionistic fuzzy inference systems. This type of systems is able to handle more uncertainty than a type-1 fuzzy inference system and performs faster than a type-2 fuzzy inference system. The concepts of intuitionistic membership, and intuitionistic center of area are proposed, in order to implement a system which is similar in design than the traditional fuzzy inference systems. The proposed method was implemented and compared against type-1 fuzzy inference systems and interval type-2 fuzzy inference systems, with uncertain means and uncertain standard deviations, by using the Mackey-Glass time series benchmark. A genetic algorithm was used to optimize the parameters of each of the methods being compared. This optimization ensures a fair comparison between each of the methods against the proposed method. The results show that the intuitionistic fuzzy inference system performs better than the other methods.

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    Average
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    Top 10%
Powered by OpenAIRE graph
Found an issue? Give us feedback
selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
5
Average
Average
Top 10%
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