'Choose your Data Wisely': Active Learning based Selection with Multi-Objective Optimisation for Mitigating Stereotypes

Author:

Chandra Manish1ORCID,Ganguly Debasis1ORCID,Saha Tulika2ORCID,Ounis Iadh1ORCID

Affiliation:

1. University of Glasgow, Glasgow, United Kingdom

2. University of Liverpool, Liverpool, United Kingdom

Publisher

ACM

Reference41 articles.

1. Turning a Blind Eye: Explicit Removal of Biases and Variation from Deep Neural Network Embeddings

2. Julia Angwin Jeff Larson Surya Mattu and Lauren Kirchner. 2016. Machine Bias There's software used across the country to predict future criminals. And it's biased against blacks. (2016). https://www.propublica.org/article/machine-bias-risk-assessments-in-criminal-sentencing Julia Angwin Jeff Larson Surya Mattu and Lauren Kirchner. 2016. Machine Bias There's software used across the country to predict future criminals. And it's biased against blacks. (2016). https://www.propublica.org/article/machine-bias-risk-assessments-in-criminal-sentencing

3. Alex Beutel , Jilin Chen , Zhe Zhao , and Ed H . Chi . 2017 . Data Decisions and Theoretical Implications when Adversarially Learning Fair Representations. ArXiv , Vol. abs/ 1707 .00075 (2017). Alex Beutel, Jilin Chen, Zhe Zhao, and Ed H. Chi. 2017. Data Decisions and Theoretical Implications when Adversarially Learning Fair Representations. ArXiv, Vol. abs/1707.00075 (2017).

4. Chandan Biswas , Debasis Ganguly , Partha Sarathi Mukherjee , Ujjwal Bhattacharya, and Yufang Hou. 2022 . Privacy-Aware Supervised Classification: An Informative Subspace Based Multi-Objective Approach. Pattern Recogn., Vol. 122 , C ( feb 2022), 8 pages. https://doi.org/10.1016/j.patcog.2021.108301 10.1016/j.patcog.2021.108301 Chandan Biswas, Debasis Ganguly, Partha Sarathi Mukherjee, Ujjwal Bhattacharya, and Yufang Hou. 2022. Privacy-Aware Supervised Classification: An Informative Subspace Based Multi-Objective Approach. Pattern Recogn., Vol. 122, C (feb 2022), 8 pages. https://doi.org/10.1016/j.patcog.2021.108301

5. Tolga Bolukbasi , Kai-Wei Chang , James Zou , Venkatesh Saligrama , and Adam Kalai . 2016 . Man is to Computer Programmer As Woman is to Homemaker? Debiasing Word Embeddings . In Proc. of NIPS 2016. 4356--4364. Tolga Bolukbasi, Kai-Wei Chang, James Zou, Venkatesh Saligrama, and Adam Kalai. 2016. Man is to Computer Programmer As Woman is to Homemaker? Debiasing Word Embeddings. In Proc. of NIPS 2016. 4356--4364.

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