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 …

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-…

Gender bias in machine translation

B Savoldi, M Gaido, L Bentivogli, M Negri… - Transactions of the …, 2021 - direct.mit.edu
… for, gender bias has been conceptualized differently across studies. To date, gender bias in
… In this paper, we intend to put such literature to use for the study of gender bias in MT. We …

Assessing gender bias in machine translation: a case study with google translate

MOR Prates, PH Avelar, LC Lamb - Neural Computing and Applications, 2020 - Springer
… Google Translate’s new feminine and masculine forms for translated sentences exemplifies
how, as this paper also suggests, machine learning translation tools can be debiased, …