1 code implementation • 23 May 2022 • Yashar Deldjoo, Dietmar Jannach, Alejandro Bellogin, Alessandro Difonzo, Dario Zanzonelli
In this survey, we first review the fundamental concepts and notions of fairness that were put forward in the area in the recent past.
no code implementations • 6 Feb 2022 • Yashar Deldjoo, Fatemeh Nazary, Arnau Ramisa, Julian McAuley, Giovanni Pellegrini, Alejandro Bellogin, Tommaso Di Noia
The textile and apparel industries have grown tremendously over the last few years.
no code implementations • 19 Aug 2019 • Yashar Deldjoo, Vito Walter Anelli, Hamed Zamani, Alejandro Bellogin, Tommaso Di Noia
We present a probabilistic framework based on generalized cross entropy to evaluate fairness of recommender systems under this perspective, where we show that the proposed framework is flexible and explanatory by allowing to incorporate domain knowledge (through an ideal fair distribution) that can help to understand which item or user aspects a recommendation algorithm is over- or under-representing.