Gender bias in artificial intelligence: The need for diversity and gender theory in machine learning

S Leavy - … international workshop on gender equality in software …, 2018 - dl.acm.org
gender biased algorithms influencing decisions in our society, diversity in the area of machine
learning … Diversity in the development of machine learning technologies could accelerate …

Mitigating gender bias in machine learning data sets

S Leavy, G Meaney, K Wade, D Greene - … , BIAS 2020, Lisbon, Portugal …, 2020 - Springer
… particularly challenging given the complex way gender ideology is embedded in language.
… of gender bias in training data for machine learning. The work draws upon gender theory and …

Evaluation of gender bias in facial recognition with traditional machine learning algorithms

M Atay, H Gipson, T Gwyn, K Roy - 2021 IEEE Symposium …, 2021 - ieeexplore.ieee.org
gender and other demographic bias. We focused on evaluating gender bias in traditional
Machine Learning … We identify studying gender bias in facial recognition with advanced deep …

Mitigating gender bias in natural language processing: Literature review

T Sun, A Gaut, S Tang, Y Huang, M ElSherief… - arXiv preprint arXiv …, 2019 - arxiv.org
… Discussions between computer scientists and sociologists may improve understanding of
latent gender bias found in machine learning data sets and model predictions. …

A survey on bias and fairness in machine learning

N Mehrabi, F Morstatter, N Saxena, K Lerman… - ACM computing …, 2021 - dl.acm.org
… One of the better-known examples of the type of paradox arose during the gender bias
lawsuit in university admissions against UC Berkeley [16]. After analyzing graduate school …

Detection and evaluation of machine learning bias

S Alelyani - Applied Sciences, 2021 - mdpi.com
… In our quotidian hiring decisions, generally a gender bias is observed, where usually a male
employee is preferred over a female one. For instance, technical positions at Amazons are …

Multi-dimensional gender bias classification

E Dinan, A Fan, L Wu, J Weston, D Kiela… - arXiv preprint arXiv …, 2020 - arxiv.org
gender bias into three separate dimensions: bias when speaking ABOUT someone, bias
when speaking TO someone, and bias … A machine learning model, then, would be unable to …

Uncovering gender bias in newspaper coverage of Irish politicians using machine learning

S Leavy - Digital Scholarship in the Humanities, 2019 - academic.oup.com
… for evidence of gender bias. Findings showed evidence of gender bias in how female …
and machine learning can be used to identify gender bias in media coverage of politicians. …

End-to-end bias mitigation: Removing gender bias in deep learning

T Feldman, A Peake - arXiv preprint arXiv:2104.02532, 2021 - arxiv.org
… contain biases and treat groups or individuals unfairly based on protected attributes such
as gender. In this paper, we introduce several examples of machine learning gender bias in …

Evaluating and mitigating gender bias in machine learning based resume filtering

Gagandeep, J Kaur, S Mathur, S Kaur, A Nayyar… - Multimedia Tools and …, 2024 - Springer
… -masking as well as each document assigned to a similarity score according to the job
requirements, we will analyze how well a machine learning model can classify the gender-…