Closed trfore closed 2 years ago
https://www.youtube.com/watch?v=HPC42U9xtQY
0:00 Introduction 0:36 What is Causal Inference 1:18 "Slogan" for the Talk 1:35 Typical Randomized Testing 2:15 Use Case 1: Heat Pump Savings 2:45 Measurement Data: Daily Gas Usage ~ Outside Temp 3:32 Experiment Setup: Heat Pump Savings 5:40 Fixing Group Imbalance 6:50 Propensity Score Matching 7:47 Recap of Heat Pump Use Case (Correcting Assumptions and Limitations) 9:07 Use Case 2: Effect of Cooler Placement 9:40 Experiment Setup: Cooler Placement 11:47 Problem 1: Test and Control Groups are Statistically Different 13:17 Code Example: Single Covariate Simulated Example 14:01 Treatment Effect Correction 16:14 Code Example: Treatment Effect Correction 16:28 Assumptions: Conditional Mean Independence & Conditional Independence 18:44 Tree Ensemble: Virtual Twins 20:21 Results: Cooler Placement 22:18 Talk Recap 24:50 Q&A 1 26:38 Q&A 2 27:32 Q&A 3 29:00 Q&A 4 30:29 Q&A 5
Thanks so much!
logankilpatrick
commented
2 years ago logankilpatrick
commented
2 years ago
https://www.youtube.com/watch?v=HPC42U9xtQY
0:00 Introduction 0:36 What is Causal Inference 1:18 "Slogan" for the Talk 1:35 Typical Randomized Testing 2:15 Use Case 1: Heat Pump Savings 2:45 Measurement Data: Daily Gas Usage ~ Outside Temp 3:32 Experiment Setup: Heat Pump Savings 5:40 Fixing Group Imbalance 6:50 Propensity Score Matching 7:47 Recap of Heat Pump Use Case (Correcting Assumptions and Limitations) 9:07 Use Case 2: Effect of Cooler Placement 9:40 Experiment Setup: Cooler Placement 11:47 Problem 1: Test and Control Groups are Statistically Different 13:17 Code Example: Single Covariate Simulated Example 14:01 Treatment Effect Correction 16:14 Code Example: Treatment Effect Correction 16:28 Assumptions: Conditional Mean Independence & Conditional Independence 18:44 Tree Ensemble: Virtual Twins 20:21 Results: Cooler Placement 22:18 Talk Recap 24:50 Q&A 1 26:38 Q&A 2 27:32 Q&A 3 29:00 Q&A 4 30:29 Q&A 5