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.

Contact: Antonio Gonzalez Muñoz

Related Researchers:

Letra:

  Name Email Area Cat.
Alcalá Fernández, Jesús jalcalaPPhH@HG@decsai.ugr.es Data Science and Big Data Area PhD
Alcalá Fernández, Rafael alcala@decsai.ugrgJVt2Dxh.es Data Science and Big Data Area PhD
Alcalá Fernández, Rafael alcala@decsaitOaNe42XG47.ugr.es Data Science and Big Data Area PhD
Benítez Sánchez, José Manuel J.M.Benitez@e8TSfsdecsai.ugr.es Data Science and Big Data Area, Computational Intelligence Area PhD
Casillas Barranquero, Jorge casillasjNUHsfkOQ@zu@decsai.ugr.es Data Science and Big Data Area PhD
Cordón García, Óscar ocordon@decsai.ugr.@03ZedY2es DaSCI Technology Applications Area PhD
Del Jesus Díaz, María José mjjesus@ujaen.uIFPx2XnCI1es Data Science and Big Data Area PhD
Fernández Hilario, Alberto alberto@decsadlJqdhi.ugr.es Data Science and Big Data Area PhD
Gacto Colorado, María José mjgacto@ugr.cN2r9h.es Data Science and Big Data Area PhD
González García, Pedro pglez@ujaen.3inC0e1W7Pes Data Science and Big Data Area PhD
González Muñoz, Antonio A.GonzalezH@4NHa79D@decsai.ugr.es Data Science and Big Data Area, DaSCI Technology Applications Area PhD
Herrera Triguero, Francisco herrera@dRLWRpgVyIz1ecsai.ugr.es DaSCI Technology Applications Area, Data Science and Big Data Area, Computational Intelligence Area PhD
Morente Molinera, Juan Antonio jamoren@ugr.qBM_orw4IUxbes DaSCI Technology Applications Area PhD - Juan de la Cierva
Morente Molinera, Juan Antonio jamoren@RX79Qh9TCC9ugr.es DaSCI Technology Applications Area PhD - Juan de la Cierva
Peregrin Rubio, Antonio peregring06Chqg@dti.uhu.es Computational Intelligence Area PhD
Peregrin Rubio, Antonio peregrin@dti.uhu.ezI@t@nes Computational Intelligence Area PhD