Counterfactual Inference with Unobserved Confounding via Exponential Family

Counterfactual Inference with Unobserved Confounding via Exponential Family

Harvard CMSA via YouTube Direct link

Inference Tasks

6 of 15

6 of 15

Inference Tasks

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Classroom Contents

Counterfactual Inference with Unobserved Confounding via Exponential Family

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  1. 1 Intro
  2. 2 Sequential Recommender System
  3. 3 Challenges
  4. 4 Problem Setup
  5. 5 Our Approach
  6. 6 Inference Tasks
  7. 7 An Application Imputing Measurement Error
  8. 8 Remainder Of The Talk The Loss Function, And Why It Works
  9. 9 Maximum Likelihood Estimation
  10. 10 An Alternative
  11. 11 A Proper Loss Function
  12. 12 Proof
  13. 13 Undirected Graphical Model
  14. 14 Back To Our Setting
  15. 15 In Summary: Parameter Estimation_

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