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Opaque - An Oblivious and Encrypted Distributed Analytics Platform

Opaque - An Oblivious and Encrypted Distributed Analytics Platform

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Complex analytics run on sensitive data

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Complex analytics run on sensitive data

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Opaque - An Oblivious and Encrypted Distributed Analytics Platform

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  1. 1 Intro
  2. 2 Complex analytics run on sensitive data
  3. 3 Problem: access pattern
  4. 4 Oblivious aggregation
  5. 5 Rule-based optimization
  6. 6 Observation: not all tables are sensitive
  7. 7 Cost-based optimization
  8. 8 Big Data Benchmark (distributed)
  9. 9 PageRank: comparison with GraphSC (single machine)

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