图 书 馆
概率推理与差异隐私Probabilistic Inference and Differential Privacy |
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| 课程网址: | http://videolectures.net/nips2010_mcsherry_pid/ |
| 主讲教师: | Frank McSherry |
| 开课单位: | 微软公司 |
| 开课时间: | 2011-03-25 |
| 课程语种: | 英语 |
| 中文简介: |  |
| 课程简介: | We identify and investigate a strong connection between probabilistic inference and differential privacy, the latter being a recent privacy definition that permits only indirect observation of data through noisy measurement. Previous research on differential privacy has focused on designing measurement processes whose output is likely to be useful on its own. We consider the potential of applying probabilistic inference to the measurements and measurement process to derive posterior distributions over the data sets and model parameters thereof. We find that probabilistic inference can improve accuracy, integrate multiple observations, measure uncertainty, and even provide posterior distributions over quantities that were not directly measured. |
| 关 键 词: | 概率推理; 差异隐私; 噪声测量 |
| 课程来源: | 视频讲座网 |
| 最后编审: | 2020-04-27：chenxin |
| 阅读次数: | 61 |