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Bias in data can have unintended consequences that propagate to the design, development, and deployment of machine learning models.
L. J. P. Van Der Maaten and G. E. Hinton, “Visualizing high-dimensional data using t-sne,” Journal of Machine Learning Research , vol. 9, pp. 2579–2605, 2008
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2017
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“US Adult Census Dataset,” https://archive.ics.uci.edu/ml/datasets/adult
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S. Speakman, S. Sridharan, and I. Markus, “Three population covariate shift for mobile phone-based credit scoring,” in Proceedings of the 1st ACM SIGCAS Conference on Computing and Sustainable Societies, COMPASS 2018, Menlo Park and San Jose, CA, USA, June 20-22, 2018 , E. W. Zegura, Ed. ACM, 2018, pp. 20:1–20:7. [Online]. Available: https://doi.org/10.1145/3209811.3209856
2018
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“First National Bank (FNB) of South Africa Discrimination Case,” https://citizen.co.za/business/2045100/claims-of-discrimination-against-black-fnb-customers-heads-to-court/, accessed: 2019-06-15
2019
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