Item Response Theory in Sample Reweighting to Build Fairer Classifiers

Author:

Minatel Diego,dos Santos Nícolas Roque,da Silva Vinícius Ferreira,Cúri Mariana,de Andrade Lopes Alneu

Publisher

Springer Nature Switzerland

Reference27 articles.

1. Amrieh, E.A., Hamtini, T., Aljarah, I.: Preprocessing and analyzing educational data set using x-api for improving student’s performance. In: 2015 IEEE Jordan Conference on Applied Electrical Engineering and Computing Technologies (AEECT), pp. 1–5. IEEE (2015)

2. Angwin, J., Larson, J., Mattu, S., Kirchner, L.: Machine bias: risk assessments in criminal sentencing (2016). https://www.propublica.org/article/machine-bias-risk-assessments-in-criminal-sentencing

3. Barocas, S., Selbst, A.D.: Big data’s disparate impact. Calif. L. Rev. 104, 671 (2016)

4. Bellamy, R.K.E., et al.: AI Fairness 360: An extensible toolkit for detecting, understanding, and mitigating unwanted algorithmic bias, October 2018

5. Bock, R.D., Aitkin, M.: Marginal maximum likelihood estimation of item parameters: application of an EM algorithm. Psychometrika 46(4), 443–459 (1981)

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