Bias in machine learning software: why? how? what to do?

Author:

Chakraborty Joymallya1,Majumder Suvodeep1,Menzies Tim1ORCID

Affiliation:

1. North Carolina State University, USA

Funder

Laboratory for Analytic Sciences

NSF

Publisher

ACM

Reference46 articles.

1. https://www.reuters.com/article/us-amazon-com-jobs-automation-insight/amazon-scraps-secret-ai-recruiting-tool-that-showed-bias-against-women-idUSKCN1MK08G https://www.reuters.com/article/us-amazon-com-jobs-automation-insight/amazon-scraps-secret-ai-recruiting-tool-that-showed-bias-against-women-idUSKCN1MK08G

2. http://news.mit.edu/2018/study-finds-gender-skin-type-bias-artificial-intelligence-systems-0212 http://news.mit.edu/2018/study-finds-gender-skin-type-bias-artificial-intelligence-systems-0212

3. https://science.sciencemag.org/content/356/6334/183 https://science.sciencemag.org/content/356/6334/183

4. arxiv:2012.09951 arxiv:2012.09951

5. https://doi.org/10.1145/3368089.3409697 10.1145/3368089.3409697 https://doi.org/10.1145/3368089.3409697 10.1145/3368089.3409697

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