Towards meaningful distance-preserving encryption

@inproceedings{Tex2018TowardsMD,
  title={Towards meaningful distance-preserving encryption},
  author={Christine Tex and Martin Sch{\"a}ler and Klemens B{\"o}hm},
  booktitle={SSDBM},
  year={2018}
}
Mining complex data is an essential and at the same time challenging task. Therefore, organizations pass on their encrypted data to service providers carrying out such analyses. Thus, encryption must preserve the mining results. Many mining algorithms are distance-based. Thus, we investigate how to preserve the results for such algorithms upon encryption. To this end, we propose the notion of distance-preserving encryption (DPE). This notion has just the right strictness - we show that we… CONTINUE READING