Fairness with Censorship: Bridging the Gap between Fairness Research and Real-world Deployment
主讲人:Wenbin Zhang
Censorship: 会有信息的缺失
原因:
- Study ends - no event
- Lost to follow-up
- Withdraw
从health相关出来的,但是广泛的现象 censoring phenomenon in:
Bias in Artificial Intelligence
Ethical discussion and Ethic flag
Group fitness & Individual fairness: The presence of class label
Fairness with Censorship and Group constraints
不同的statehold(场景)会有不同的fairness标准;时间戳很重要,是对比的一个很重要的比较依据
https://scholar.google.com/citations?view_op=view_citation&hl=zh-CN&user=M802p54AAAAJ&sortby=pubdate&citation_for_view=M802p54AAAAJ:WbkHhVStYXYC
Fairness with Censorship and Individual Constraints
Lipschits constant 使相似的个体在结果也类似
top-k: 只需要相似输入时输出类似,不需要考虑所有都类似
(顺序一致性)
类似或相关的工作方向
Collaborative Fairness
Privacy and Security