Research

Visit my Google Scholar, dblp, and arXiv profiles for more details.

Conference Papers

“Counterfactual Situation Testing: Uncovering Discrimination under Fairness given the Difference.” JM Alvarez, Salvatore Ruggieri. ACM EAAMO 2023. [paper]

“Fairness implications of encoding protected categorical attributes.” Carlos Mougan, JM Alvarez, Salvatore Ruggieri, and Steffen Staab. ACM AIES 2023. [paper]

“Domain Adaptive Decision Trees: Implications for Accuracy and Fairness.” JM Alvarez, Kristen M. Scott, Bettina Berendt, Salvatore Ruggieri. ACM FAccT 2023. [paper]

“Can We Trust Fair-AI?” Salvatore Ruggieri, JM Alvarez, Andrea Pugnanna, Laura State, Franco Turini. AAAI Conference on Artificial Intelligence 2023. [paper]

Journal Papers

“Policy advice and best practices on bias and fairness in AI.” JM Alvarez, Alejandra Bringas-Colmenarejo, Alaa Elobaid, Simone Fabrizzi, Miriam Fahimi, Antonio Ferrara, Siamak Ghodsi, Carlos Mougan, Ioanna Papageorgiou, Paula Reyero, Mayra Russo, Kristen M. Scott, Laura State, Xuan Zhao, Salvatore Ruggieri. Ethics and Information Technology, 2024. [paper]

“Predicting and explaining employee turnover intention.” Matilde Lazzari, JM Alvarez, and Salvatore Ruggieri. International Journal of Data Science and Analytics, 2022. [paper]

Working Papers

Causal Perception with Salvatore Ruggieri. [arXiv]

The Initial Screening Order Problem with Antonio Mastropietro and Salvatore Ruggieri. [arXiv]

Wighted partial dependence plots with Andrea Pugnana and Salvatore Ruggieri.

Revisiting the Discrimination Comparator with Salvatore Ruggieri.

Other

Proceedings of the 2nd European Workshop on Algorithmic Fairness, Winterthur, Switzerland, June 7th to 9th, 2023. Edited by: JM Alvarez, Alessandro Fabris, Christoph Heitz, Corinna Hertweck, Michele Loi, Meike Zehlike. CEUR Workshop Proceedings 3442, CEUR-WS.org 2023. [EWAF 2023]

Articles

'’Gauche caviar.’’ The TSEconomist. Issue Num. 16, September 2017. [article]

'’In his own narrative: An interview with Nobel Laureate Robert Shiller’’ with Marina Sanchez Del Villar. The TSEconomist. Issue Num. 14, December 2016. [article]

'’Heil Benny! A brief look at jazz during the Third Reich.’’ The TSEconomist. Issue Num. 11, December 2015. [article]