Efficiently Learning Structured Distributions from Untrusted Batches

Efficiently Learning Structured Distributions from Untrusted Batches

Association for Computing Machinery (ACM) via YouTube Direct link

A POLYNOMIAL SYSTEM

8 of 13

8 of 13

A POLYNOMIAL SYSTEM

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Efficiently Learning Structured Distributions from Untrusted Batches

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  1. 1 ROBUST LEARNING
  2. 2 LEARNING FROM CROWDSOURCED DATA
  3. 3 INFORMATION-THEORETIC LOWER BOUND
  4. 4 UPPER BOUNDS
  5. 5 A WARMUP RESULT
  6. 6 ROBUST L1 MEAN ESTIMATION
  7. 7 SEARCHING FOR A MOMENT-BOUNDED SUBSET
  8. 8 A POLYNOMIAL SYSTEM
  9. 9 LEARNING STRUCTURED DISTRIBUTIONS
  10. 10 PROBLEM STATEMENT
  11. 11 THE SOS RELAXATION
  12. 12 SPARSITY IN HAAR BASIS
  13. 13 CONCLUSION

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