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Adaptive Robustness and Sub-Gaussian Deviations in Sparse Linear Regression - Probability and Statistics Seminar

Adaptive Robustness and Sub-Gaussian Deviations in Sparse Linear Regression - Probability and Statistics Seminar

USC Probability and Statistics Seminar via YouTube Direct link

Intro

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Intro

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Adaptive Robustness and Sub-Gaussian Deviations in Sparse Linear Regression - Probability and Statistics Seminar

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  1. 1 Intro
  2. 2 Estimating the mean
  3. 3 Confidence bounds under two moments
  4. 4 Example of robust procedures
  5. 5 Adversarial contamination
  6. 6 Statement of the problem
  7. 7 Related literature: Oblivious corruption
  8. 8 Lower bound
  9. 9 Related literature: Sparse robust regression (Ct'd)
  10. 10 Pivotal Double SLOPE

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