The Discovery of Discrimination
The Discovery of Discrimination
复制标题
歧视的发现
DOI：
10.1007/978-3-642-30487-3_5
复制
发表时间：
2013
影响因子：
10.9
通讯作者：
F. Turini
中科院分区：
文献类型：
--
作者：
D. Pedreschi;S. Ruggieri;F. Turini
从数据中发现歧视，是对隐藏在大量历史决策记录中的歧视情况和做法的提取。我们讨论了歧视发现中具有挑战性的问题，并以统一的形式提出了一个基于分类规则提取和过滤的框架，该框架基于基于法律的兴趣度度量。该框架是在公开可用的DCUBE工具中实现的。作为一个运行的例子，我们使用一个关于信用评分的公共数据集。
Discrimination discovery from data consists in the extraction of discriminatory situations and practices hidden in a large amount of historical decision records.We discuss the challenging problems in discrimination discovery, and present, in a unified form, a framework based on classification rules extraction and filtering on the basis of legally-grounded interestingness measures. The framework is implemented in the publicly available DCUBE tool. As a running example, we use a public dataset on credit scoring.