Investigating Debiasing Effects on Classification and Explainability

Author:

Marchiori Manerba Marta1,Guidotti Riccardo1

Affiliation:

1. University of Pisa, Pisa, Italy

Funder

TAILOR

HumanE AI Net

XAI: Science and technology for the eXplanation of AI decision making

BNSF

CHIST-ERA

ETAg

SoBigData++

FWF

EPSRC

NCN

Publisher

ACM

Reference47 articles.

1. Ulrich Aïvodji , Julien Ferry , Sé bastien Gambs , Marie-José Huguet, and Mohamed Siala. 2021 . FairCORELS, an Open-Source Library for Learning Fair Rule Lists . In CIKM. ACM, 4665--4669. Ulrich Aïvodji, Julien Ferry, Sé bastien Gambs, Marie-José Huguet, and Mohamed Siala. 2021. FairCORELS, an Open-Source Library for Learning Fair Rule Lists. In CIKM. ACM, 4665--4669.

2. Ari Ball-Burack , Michelle Seng Ah Lee , Jennifer Cobbe, and Jatinder Singh. 2021 . Differential Tweetment : Mitigating Racial Dialect Bias in Harmful Tweet Detection. In FAccT. ACM , 116--128. Ari Ball-Burack, Michelle Seng Ah Lee, Jennifer Cobbe, and Jatinder Singh. 2021. Differential Tweetment: Mitigating Racial Dialect Bias in Harmful Tweet Detection. In FAccT. ACM, 116--128.

3. Data Statements for Natural Language Processing: Toward Mitigating System Bias and Enabling Better Science

4. Su Lin Blodgett , Solon Barocas , Hal Daumé III, and Hanna M. Wallach . 2020 . Language (Technology) is Power : A Critical Survey of "Bias" in NLP. ( 2020), 5454--5476. Su Lin Blodgett, Solon Barocas, Hal Daumé III, and Hanna M. Wallach. 2020. Language (Technology) is Power: A Critical Survey of "Bias" in NLP. (2020), 5454--5476.

5. Francesco Bodria , Fosca Giannotti , Riccardo Guidotti , Francesca Naretto , Dino Pedreschi , and Salvatore Rinzivillo . 2021. Benchmarking and Survey of Explanation Methods for Black Box Models. CoRR , Vol. abs/ 2102 .13076 ( 2021 ). Francesco Bodria, Fosca Giannotti, Riccardo Guidotti, Francesca Naretto, Dino Pedreschi, and Salvatore Rinzivillo. 2021. Benchmarking and Survey of Explanation Methods for Black Box Models. CoRR, Vol. abs/2102.13076 (2021).

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