Beyond RMSE and MAE: Introducing EAUC to unmask hidden bias and unfairness in dyadic regression models

Beyond RMSE and MAE: Introducing EAUC to unmask hidden bias and unfairness in dyadic regression models

19 January 2024

Amparo Alonso-Betanzos

Bertha Guijarro-Berdiñas

Carlos Eiras-Franco

Papers citing "Beyond RMSE and MAE: Introducing EAUC to unmask hidden bias and unfairness in dyadic regression models"

14 / 14 papers shown

Title
Less can be more: representational vs. stereotypical gender bias in facial expression recognition Iris Dominguez-Catena D. Paternain A. Jurio M. Galar 58 5 0 25 Jun 2024
Filter Bubbles in Recommender Systems: Fact or Fallacy -- A Systematic Review Q. Areeb Mohammad Nadeem S. Sohail Raza Imam F. Doctor Yassine Himeur Amir Hussain Abbes Amira 43 34 0 02 Jul 2023
What-is and How-to for Fairness in Machine Learning: A Survey, Reflection, and Perspective Zeyu Tang Jiji Zhang Kun Zhang FaML 60 27 0 08 Jun 2022
GLocal-K: Global and Local Kernels for Recommender Systems S. Han Taejun Lim Siqu Long Bernd Burgstaller Josiah Poon 92 45 0 27 Aug 2021
Echo Chambers in Collaborative Filtering Based Recommendation Systems E. Noordeh Roman Levin Ruochen Jiang Harris Shadmany 24 6 0 08 Nov 2020
Fairness in Machine Learning: A Survey Simon Caton C. Haas FaML 90 630 0 04 Oct 2020
Neural Collaborative Filtering vs. Matrix Factorization Revisited Steffen Rendle Walid Krichene Li Zhang John R. Anderson 40 420 0 19 May 2020
A Survey on Bias and Fairness in Machine Learning Ninareh Mehrabi Fred Morstatter N. Saxena Kristina Lerman Aram Galstyan SyDa FaML 525 4,323 0 23 Aug 2019
Compositional Fairness Constraints for Graph Embeddings A. Bose William L. Hamilton FaML 62 259 0 25 May 2019
On the Difficulty of Evaluating Baselines: A Study on Recommender Systems Steffen Rendle Li Zhang Y. Koren 64 127 0 04 May 2019
Evolutionary Data Measures: Understanding the Difficulty of Text Classification Tasks Edward Collins Nikolai Rozanov M. Kaptein 45 29 0 05 Nov 2018
Graph Convolutional Matrix Completion Rianne van den Berg Thomas Kipf Max Welling GNN 104 1,256 0 07 Jun 2017
Beyond Parity: Fairness Objectives for Collaborative Filtering Sirui Yao Bert Huang FaML 40 366 0 24 May 2017
Geometric Matrix Completion with Recurrent Multi-Graph Neural Networks Federico Monti M. Bronstein Xavier Bresson GNN 141 522 0 22 Apr 2017