Visual Analysis of Discrimination in Machine Learning

时间 2021-07-12

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论文传送门作者香港科技大学 Qianwen Wang Zhenhua Xu Zhutian Chen Yong Wang Huamin Qu 清华大学 Shixia Liu 摘要在犯罪预测和大学录取等关键应用中，自动决策的使用越来越多，这引发了对机器学习公平性的质疑。我们如何决定不同的待遇是合理的还是歧视性的？在这篇文章中，我们从视觉分析的角度研究了机器学习中的歧视，并提出了一个交互式可视化

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1. HypoML: Visual Analysis for Hypothesis-based Evaluation of Machine Learning Models
2. Machine Learning 05 - Model Evaluation and Analysis
3. Optimization of Machine Learning
4. Tips of machine learning
5. AN ANALYSIS OF ETHICAL CLUSTERING IN SINGAPORE
6. A Tour of Machine Learning Algorithms
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9. Machine Learning - Coursera week6 Error analysis
10. Application of deep learning in Industrial area

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