CALM - Consistent Adaptive Local Marginal for Marginal Release under Local Differential Privacy

CALM - Consistent Adaptive Local Marginal for Marginal Release under Local Differential Privacy

Association for Computing Machinery (ACM) via YouTube Direct link

How to choose a set of marginals (step 1)

13 of 18

13 of 18

How to choose a set of marginals (step 1)

Class Central Classrooms beta

YouTube videos curated by Class Central.

Classroom Contents

CALM - Consistent Adaptive Local Marginal for Marginal Release under Local Differential Privacy

Automatically move to the next video in the Classroom when playback concludes

  1. 1 Intro
  2. 2 Data Collection
  3. 3 Local Differential Privacy (LDP)
  4. 4 Random Response
  5. 5 Deployment of LDP
  6. 6 Application of LDP
  7. 7 Marginal Table
  8. 8 Strawman Method 2 (AM)
  9. 9 Fourier Transformation Method (FT)
  10. 10 Protocol Overview (CALM)
  11. 11 How to consist between noisy marginals (step 3)
  12. 12 How to construct all k-way marginals (step 4)
  13. 13 How to choose a set of marginals (step 1)
  14. 14 Experimental Setup
  15. 15 SSE on Binary Dataset
  16. 16 SSE on Non-binary Dataset
  17. 17 Classification Performance
  18. 18 Conclusion

Never Stop Learning.

Get personalized course recommendations, track subjects and courses with reminders, and more.

Someone learning on their laptop while sitting on the floor.