数据安全与隐私保护

     目前的研究主要聚焦与差分隐私保护技术相关的方向:

  • Differential Privacy
  •      Central Differential Privacy (CDP)
         Local Differential Privacy (LDP)
         Shuffle Differential Privacy (SDP)
         Distributed Differential Privacy (DDP)
         Differential Privacy for Data Encryption (DP4DE)
         Data Encryption for Differential Privacy (DE4DP)
         ......
  • Federated / Machine Learning and Federated Analytics with DP
  •      Differentially Private Federated Learning
         Differentially Private Federated Analytics
         Differentially Private Machine Learning
         ......
  • Practical Queries and Analysis with DP
  •      Frequency/Mean Query with LDP
         Range/KNN query with LDP
         Stable/Streaming Histogram Query with CDP / SDP
         Frequent Pattern Mining with CDP / LDP
         Facial Image/Set-Value Data Release with CDP
         ......