These are some suggested readings on Privacy Preserving Data Mining.

Statistical privacy-preserving data mining

  • Agrawal R., Srikant R. Privacy-Preserving Data Mining, SIGMOD 2000
  • Agrawal D., Aggarwal C. On the Design and Quantification of Privacy Preserving Data Mining Algorithms, PODS 2001
  • Evfimievski A., Gehrke J., Srikant R. Limiting Privacy Breaches in Privacy Preserving Data Mining , PODS 2003
  • Dinur I., Nissim K. Revealing Information While Preserving Privacy"
  • Blum, Dwork, McSherry, Nissim.Practical Privacy: The SuLQ Framework
  • Chawla, Dwork, McSherry, Smith, Wee. Towards Privacy in Public Databases
  • Dwork, Nissim.Privacy-Preserving Datamining on Vertically Partitioned Databases

    • Cryptographic privacy-preserving data mining

  • Lindell, Pinkas.Privacy Preserving Data Mining
  • Vaidya, Clifton. Privacy-Preserving K-Means Clustering over Vertically Partitioned Data
  • Jagannathan, Wright. Privacy-Preserving Distributed k-Means Clustering over Arbitrarily Partitioned Data
  • Vaidya, Clifton.Privacy-Preserving Association Rule Mining in Vertically Partitioned Data
  • Yang, Zhong, Wright.Privacy-Preserving Classification of Customer Data without Loss of Accuracy
  • Wright, Yang.Privacy-Preserving Bayesian Network Structure Computation on Distributed Heterogeneous Data
  • Yang, Wright.Improved Privacy-Preserving Bayesian Network Parameter Learning on Vertically Partitioned Data