Explainable and responsible AI

Artificial Intelligence (AI) offers increasingly precise algorithms that make it possible to analyse all kinds of data or signals, such as time series, images, text data, etc.

With the emergence of applications, new needs have arisen which, along with precision, are fixed by the AI applications themselves and the problems they address. Among them, there is the explanation of the decision making of the algorithms, algorithms that we can audit, with follow-up to the traceability of their behaviour, as well as avoiding that discriminations are produced in their use.

On the other hand, data privacy is essential in many applications in which data must be preserved in the centres of origin of the data, so algorithms are required that can extract knowledge presenting privacy.

In this line of research we are considering the development of artificial intelligence and learning algorithms that preserve privacy, avoiding discrimination caused by the bias of the data (fairness), auditable and transparent. As summary, we discuss about privacy and FATE (Fairness, Accountability, Transparency and Ethics).

Contact: Francisco Herrera Triguero

Related Researchers:

Letra:

  Name Email Area Cat.
Alcalá Fernández, Jesús jalcala@decsai.ugOwW@qhur.es Data Science and Big Data Area PhD
Alcalá Fernández, Rafael alcala@decsai7aTks5sc.ugr.es Data Science and Big Data Area PhD
Alcalá Fernández, Rafael alcala@decs09mSRUK7avai.ugr.es Data Science and Big Data Area PhD
Casillas Barranquero, Jorge casillas@decsai.ugr.RudQ689Rmes Data Science and Big Data Area PhD
Cordón García, Óscar ocordon@dep3Gm7qecsai.ugr.es DaSCI Technology Applications Area PhD
Del Jesus Díaz, María José mjjesus@ZQB.wvilujaen.es Data Science and Big Data Area PhD
natalia-diaz
 Díaz Rodríguez, Natalia ndiaz@decsai.u81JfU9gr.es Computational Intelligence Area, Data Science and Big Data Area PhD
Fernández Hilario, Alberto alberto@deRA_dzcy2UExRcsai.ugr.es Data Science and Big Data Area PhD
Gacto Colorado, María José mjgacto@yMXuSe57ecugr.es Data Science and Big Data Area PhD
Herrera Triguero, Francisco herrera@decsaQDp7EvGi.ugr.es DaSCI Technology Applications Area, Data Science and Big Data Area, Computational Intelligence Area PhD
Lucena Sánchez, Estrella estrellalucena@ugC7_fItr.es Data Science and Big Data Area PhD - Others
Martínez López, Luis martin@ujae8iUpNxsn.es Computational Intelligence Area PhD
Rómero Salguero, José Raúl jrromero@7ZHUoxuco.es Data Science and Big Data Area PhD
Tabik, Siham siham@JeZd8aKvsugr.es Data Science and Big Data Area PhD - Ramón y Cajal
Tabik, Siham siham@ugLvpgo_TVatr.es Data Science and Big Data Area PhD - Ramón y Cajal
Triguero Velázquez, Isaac triguero@decsaispLl6pWG.ugr.es Data Science and Big Data Area –
Ventura Soto, Sebastián sventura@uyM0AM05hco.es Data Science and Big Data Area PhD