Fuzzy systems for data analysis

Models that use fuzzy sets as a tool in data analysis allow knowledge to be represented in a way that is very close to natural language. Additionally, fuzzy systems allow modeling complex scenarios such as those with lack of data or uncertainty.

Fuzzy evolutionary systems, which are a prominent area in Computational Intelligence, are evolutionary algorithms applied to the design of fuzzy systems. This hybridization provides additional skills to fuzzy modeling in different Data Science scenarios.

Today, the core of data analysis does not is only intended to be as accurate as possible, but also to make it explainable. In this sense, data analysis methods based on fuzzy systems and fuzzy evolutionary systems maintain the original essence of comprehensibility established by Zadeh by increasing its data analysis skills. This provides advantages over other paradigms for obtaining XAI learning models, including transparency, comprehensibility, and understandability.

Among the current lines of work in fuzzy systems are the optimization of components in fuzzy systems, fuzzy modeling in emerging scenarios in data analysis as unique or non-standard problems, big data or proposals in the field of Explained Artificial Intelligence.

Responsible: María José del Jesus Díaz

Investigadores relacionados:

Letra:

  Name Email Area Cat.
Fernández Hilario, Alberto alberto@decsai.ugr.SL@sBLtRRes Data Science and Big Data Area PhD
Alcalá Fernández, Rafael alcala@decsuQHd3VSPSdEai.ugr.es Data Science and Big Data Area PhD
Casillas Barranquero, Jorge casillas@decsai.Czamuu73ugr.es Data Science and Big Data Area PhD
Herrera Triguero, Francisco herreraS6gMwNe5dMZ@decsai.ugr.es DaSCI Technology Applications Area, Data Science and Big Data Area, Computational Intelligence Area PhD
Benítez Sánchez, José Manuel J.M.Benitez@4L1n1VV6decsai.ugr.es Data Science and Big Data Area, Computational Intelligence Area PhD
Alcalá Fernández, Jesús jalcala@decsai.q1qUn2Lrlugr.es Data Science and Big Data Area PhD
Morente Molinera, Juan Antonio jamoren2_Cx64BXtZTN@ugr.es DaSCI Technology Applications Area PhD - Juan de la Cierva
Giráldez Crú, Jesús jgiraldez@ugr7IM4i_b.E.es DaSCI Technology Applications Area PhD - Juan de la Cierva
Gacto Colorado, María José mgacto@ujaZCCaKlnpI8wZen.es Data Science and Big Data Area PhD
Jesus Díaz, María José del mjjesus@utY_XuYZfjaen.es Data Science and Big Data Area PhD
Peregrin Rubio, Antonio peregrin@dti.uhu1fYCWV.es Computational Intelligence Area PhD
Alonso Burgos, Sergio zerjioi@ugr.x4B2rEes Computational Intelligence Area PhD
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