MLINSPECT: A Data Distribution Debugger for Machine Learning Pipelines-Reference-Cited by-同舟云学术

MLINSPECT: A Data Distribution Debugger for Machine Learning Pipelines

Published:2021-06-09 Issue: Volume: Page:
ISSN:
Container-title:Proceedings of the 2021 International Conference on Management of Data
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Author:

Grafberger Stefan¹,Guha Shubha¹,Stoyanovich Julia²,Schelter Sebastian¹

Affiliation:

1. University of Amsterdam, Amsterdam, Netherlands

2. New York University, New York City, NY, USA

Funder

National Science Foundation

Ahold Delhaize

Publisher

ACM

Link

https://dl.acm.org/doi/pdf/10.1145/3448016.3452759

Reference11 articles.

1. Julia Angwin Jeff Larson Surya Mattu and Lauren Kirchner. 2016. Machine bias. (ProPublica). https://www.propublica.org/article/machine-bias-risk-assessments-in-criminal-sentencing Julia Angwin Jeff Larson Surya Mattu and Lauren Kirchner. 2016. Machine bias. (ProPublica). https://www.propublica.org/article/machine-bias-risk-assessments-in-criminal-sentencing

2. A snapshot of the frontiers of fairness in machine learning

3. Fotis Psallidas Yiwen Zhu Bojan Karlas etal 2019. Data Science through the looking glass and what we found there. arxiv: 1912.09536 Fotis Psallidas Yiwen Zhu Bojan Karlas et al. 2019. Data Science through the looking glass and what we found there. arxiv: 1912.09536

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