Skip to content

statsqixu/DEM

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

77 Commits
 
 
 
 
 
 
 
 

Repository files navigation

Optimal Individualized Treatment Rule for Combination Treatment

  • Package Requirement
numpy		1.22.2
torch			1.11.0a0+git7f4db2c
sklearn		1.0.2
ray			2.2.0
  • util.py

include helper function, e.g., generate simulation data, estimate treatment-free effects, estimate propensity score

  • dem.py

Define the Double Encoder Model and related methods, e.g., fit, predict, evaluate

  • tuner.py

Hyper-parameter tuning function

  • container.py

Define the torch input of the DEM

  • demo.py

Give a simple example to run the DEM

About

Double Encoder Model (DEM): An indirect approach to estimate Individualized Treatment Rule (ITR) for Combination Treatment

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published

Languages