debase
发表于 2025-3-26 23:03:51
Techniques for Discrimination-Free Predictive Modelsassification the goal is to learn a predictive model that classifies future data objects as accurately as possible, yet the predicted labels should be uncorrelated to a given sensitive attribute. For example, the task could be to learn a gender-neutral model that predicts whether a potential client
悬崖
发表于 2025-3-27 01:49:49
Direct and Indirect Discrimination Prevention Methodsat most people do not want to be discriminated because of their gender, religion, nationality, age and so on, especially when those attributes are used for making decisions about them like giving them a job, loan, insurance, etc. Discovering such potential biases and eliminating them from the traini
curettage
发表于 2025-3-27 06:11:32
http://reply.papertrans.cn/29/2813/281223/281223_33.png
FLEET
发表于 2025-3-27 12:47:16
The Discovery of Discriminationextraction 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.
Enthralling
发表于 2025-3-27 15:24:48
http://reply.papertrans.cn/29/2813/281223/281223_35.png
子女
发表于 2025-3-27 19:34:48
Privacy-Preserving Data Mining Techniques: Survey and Challengesdata (centralized or distributed). We comment on the relationship between PPDM and preventing discriminatory use of data mining techniques. We round up the chapter by discussing some of the new, arising challenges before PPDM as a field.
lanugo
发表于 2025-3-28 01:42:24
2192-6255politics and public administration, and other people who ma.Vast amounts of data are nowadays collected, stored and processed, in an effort to assist in making a variety of administrative and governmental decisions. These innovative steps considerably improve the speed, effectiveness and quality o
zonules
发表于 2025-3-28 03:15:54
http://reply.papertrans.cn/29/2813/281223/281223_38.png
surrogate
发表于 2025-3-28 06:27:24
http://reply.papertrans.cn/29/2813/281223/281223_39.png
干旱
发表于 2025-3-28 12:14:39
Zanyar Abdullah,Tahir Çelik,Tolga Celikdata (centralized or distributed). We comment on the relationship between PPDM and preventing discriminatory use of data mining techniques. We round up the chapter by discussing some of the new, arising challenges before PPDM as a field.