New privacy - aware machine learning methods have been developed recently based on the concept of differential privacy. (sciencedaily.com)
With differential privacy, a person can share their personal information without worrying that someone analyzing the aggregated data might be able to figure out which information is hers. (sciencedaily.com)
Although differential privacy was introduced more than 10 years ago, it is just now beginning to be put to use more widely for collecting and sharing sensitive data. (sciencedaily.com)