图 书 馆
真实线性回归Truthful Linear Regression |
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| 课程网址: | https://videolectures.net/videos/colt2015_cummings_linear_regress... |
| 主讲教师: | Rachel Cummings |
| 开课单位: | 信息不详。欢迎您在右侧留言补充。 |
| 开课时间: | 2025-02-04 |
| 课程语种: | 英语 |
| 中文简介: |  |
| 课程简介: | We consider the problem of fitting a linear model to data held by individuals who are concerned about their privacy. Incentivizing most players to report their data to the analyst truthfully constrains our design to mechanisms that provide a privacy guarantee to the participants; we use differentially privacy to model individuals' privacy losses. This immediately poses a problem, as differentially private computation of a linear model necessarily produces a biased estimation, and existing approaches to design mechanisms to elicit data from privacy-sensitive individuals do not generalize well to biased estimators. We manage to overcome this this challenge, through appropriate design of the computation and payment scheme. |
| 关 键 词: | 线性模型; 隐私保障; 设计机制 |
| 课程来源: | 视频讲座网 |
| 数据采集: | 2025-03-23：zsp |
| 最后编审: | 2025-03-23：zsp |
| 阅读次数: | 7 |