Top 10 fairness measures for machine learning in finance THE BEST

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1.[PDF] Fairness Measures for Machine Learning in Finance

  • Author: pages.awscloud.com
  • Post date: 13 yesterday
  • Rating: 3(1080 reviews)
  • Highest rating: 3
  • Low rated: 1
  • Summary: This paper offers a large set of these fairness measures, suggests various approaches to resolve the trade off across different measures, and offers …

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2.Fairness Measures for Machine Learning in Finance

  • Author: jfds.pm-research.com
  • Post date: 2 yesterday
  • Rating: 3(377 reviews)
  • Highest rating: 5
  • Low rated: 2
  • Summary: Fairness-aware machine learning (FAML) is a critical need in several areas, such as finance, hiring, criminality assessment, medicine, and college admissions, …
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3.Fairness measures for machine learning in finance – Amazon Science

  • Author: www.amazon.science
  • Post date: 10 yesterday
  • Rating: 1(1460 reviews)
  • Highest rating: 3
  • Low rated: 1
  • Summary: We present a machine learning pipeline for fairness-aware machine learning (FAML) in finance that encompasses metrics for fairness (and accuracy).

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4.[PDF] Fairness Measures for Machine Learning in Finance

  • Author: www.semanticscholar.org
  • Post date: 15 yesterday
  • Rating: 2(277 reviews)
  • Highest rating: 3
  • Low rated: 1
  • Summary: The authors present a machine learning pipeline for fairness-aware machine learning (FAML) in finance that encompasses metrics for fairness (and accuracy).

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5.Fairness Measures – Detecting Algorithmic Discrimination

  • Author: fairnessmeasures.github.io
  • Post date: 7 yesterday
  • Rating: 2(1171 reviews)
  • Highest rating: 3
  • Low rated: 2
  • Summary: A Fairness Benchmarking Tool for Machine Learning. … These datasets are from various fields and applications (e.g., finance, law, and human resources).

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6.[PDF] Bias, Fairness, and Accountability with AI and ML Algorithms – arXiv

  • Author: arxiv.org
  • Post date: 19 yesterday
  • Rating: 1(1651 reviews)
  • Highest rating: 3
  • Low rated: 3
  • Summary:

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7.[PDF] Searching for Sufficient Measures of Fairness – arXiv

  • Author: arxiv.org
  • Post date: 23 yesterday
  • Rating: 1(1636 reviews)
  • Highest rating: 3
  • Low rated: 3
  • Summary: Testing machine learning software for ethical bias has become a pressing current concern. In response, recent research has proposed a.

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8.Fairness risk measures – Proceedings of Machine Learning Research

  • Author: proceedings.mlr.press
  • Post date: 14 yesterday
  • Rating: 2(1612 reviews)
  • Highest rating: 4
  • Low rated: 3
  • Summary: In this paper, we propose a new definition of fairness that generalises some existing proposals, while allowing for generic sensitive features and resulting in …
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9.What is Algorithm Fairness?. An introduction to the field that aims…

  • Author: towardsdatascience.com
  • Post date: 15 yesterday
  • Rating: 5(1445 reviews)
  • Highest rating: 3
  • Low rated: 2
  • Summary: In machine learning, the terms algorithm and model are used interchangeably. To be precise, algorithms are mathematical functions like linear regression, random …

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10.Fairness in Machine Learning and ML-Enabled Products

  • Author: ckaestne.medium.com
  • Post date: 15 yesterday
  • Rating: 3(822 reviews)
  • Highest rating: 4
  • Low rated: 3
  • Summary: Fairness is one of the most discussed topics in machine learning, coming from realizations how models trained with data could pick up on biases in that data and …

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