akhilmathurs/orchestra

Very great work! Would you please provide the code of Orchestra under local-DP based clustering method (chang et al. 2021)?

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liyuntong9 commented
Very great work! Would you please provide the code of Orchestra under local-DP based clustering method (chang et al. 2021)?
EkdeepSLubana commented

Thank you for your interest in our work!

While we implemented almost everything from scratch in our codebase, the local-DP experiment you're referring to was conducted at the very end and was based on a hard-coded integration of Google's LSH based Local-DP clustering code: https://github.com/google/differential-privacy/tree/main/learning/clustering

Essentially, we directly ran their code by calling it within Orchestra's local clustering step (see image below). Cleaning up the messy integration will need some time and I can try that over the next few weeks. If you'd prefer to take a jab, please go ahead and feel free to make a pull request.

local-DP

liyuntong9 commented

Thank you! Looking forward to the new version. It will help me a lot.