Nuanced Metrics for Measuring Unintended Bias with Real Data for Text Classification

Author:

Borkan Daniel1,Dixon Lucas1,Sorensen Jeffrey1,Thain Nithum1,Vasserman Lucy1

Affiliation:

1. Google

Publisher

ACM

Reference19 articles.

1. Alex Beutel Jilin Chen Zhe Zhao and Ed H. Chi. 2017. Data Decisions and Theoretical Implications when Adversarially Learning Fair Representations. CoRR abs/1707.00075(2017). http://arxiv.org/abs/1707.00075 Alex Beutel Jilin Chen Zhe Zhao and Ed H. Chi. 2017. Data Decisions and Theoretical Implications when Adversarially Learning Fair Representations. CoRR abs/1707.00075(2017). http://arxiv.org/abs/1707.00075

2. Evaluating the Predictive Validity of the Compas Risk and Needs Assessment System

3. Measuring and Mitigating Unintended Bias in Text Classification

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