Metrics for Dataset Demographic Bias: A Case Study on Facial Expression Recognition

I Dominguez-Catena, D Paternain… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Demographic biases in source datasets have been shown as one of the causes of
unfairness and discrimination in the predictions of Machine Learning models. One of the …

Properties of fairness measures in the context of varying class imbalance and protected group ratios

D Brzezinski, J Stachowiak, J Stefanowski… - ACM Transactions on …, 2024 - dl.acm.org
Society is increasingly relying on predictive models in fields like criminal justice, credit risk
management, or hiring. To prevent such automated systems from discriminating against …

The Use of AI and Algorithms for Decision-making in Workplace Recruitment Practices

K Mariani, F Vega-Lozada - Journal of Student Research, 2023 - papers.ssrn.com
Abstract he use of artificial intelligence (AI) and algorithms in human resource management
systems has increased in recent years significantly due to the COVID-19 pandemic and the …

Less can be more: representational vs. stereotypical gender bias in facial expression recognition

I Dominguez-Catena, D Paternain, A Jurio… - arXiv preprint arXiv …, 2024 - arxiv.org
Machine learning models can inherit biases from their training data, leading to
discriminatory or inaccurate predictions. This is particularly concerning with the increasing …

DSAP: Analyzing Bias Through Demographic Comparison of Datasets

I Dominguez-Catena, D Paternain, M Galar - arXiv preprint arXiv …, 2023 - arxiv.org
In the last few years, Artificial Intelligence systems have become increasingly widespread.
Unfortunately, these systems can share many biases with human decision-making, including …

Toward Fair Facial Expression Recognition with Improved Distribution Alignment

M Kolahdouzi, A Etemad - … of the 25th International Conference on …, 2023 - dl.acm.org
We present a novel approach to mitigate bias in facial expression recognition (FER) models.
Our method aims to reduce sensitive attribute information such as gender, age, or race, in …

Unbiased Decision-Making Framework in Long-Video Macro & Micro-Expression Spotting

PS Tan, S Rajanala, A Pal, RCW Phan… - 2023 Asia Pacific …, 2023 - ieeexplore.ieee.org
Spotting macro and micro expressions proves more demanding than subsequent tasks such
as recognizing or classifying expressions. This intricate process entails pinpointing the …

[PDF][PDF] OpenCV ile Yüz İfadesi Tanımlama

E Kaplan, M Akkaya - 2024 - researchgate.net
Bu çalışmada, OpenCV ile yüz ifadelerinin doğru sınıflandırılması için gerekli yüz tespit
süreçleri incelenmiş ve uygulamalı analiz yapılmıştır. Algoritmalar, yüz ifadelerini analiz …