Paul Zivich

Results 61 issues of Paul Zivich

Both ``TimeFixedGFormula`` and ``TimeVaryGFormula`` leverage a "magic-g" factor to implement custom treatment plans (i.e. treatments aside from "all" and "none" specifications) As discussed in #61 it is not readily clear...

enhancement
change
Docs
Causal inference

There is another way to estimate AIPW models. Instead of calculating IPW and E[Y|A=a....], putting it through a formula for each individual, then taking the mean. You can instead weight...

Long-term
Causal inference

Potential sensitivity analysis tool to consider adding: https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0137454

enhancement
Sensitivity Analysis

On the website, create quick tutorials demonstrating each of the implemented estimators, descriptions of how they work, and why you might want to use them. Might be more digestible than...

Issue to track progress on implementation of Hernan and Robins "Causal Inference" chapters - [x] Chapter 12: Inverse probability weights - [x] Chapter 13: Parametric g-formula - [x] Chapter 14:...

enhancement

Sometimes GitHub has trouble rendering the notebooks. AFAIK the rendering system is behind the scenes at GitHub. Others have this same problem across repos and it sometimes occurs to me...

On Python 3.6 I run into the following: ``` Traceback (most recent call last): import bartpy.sklearnmodel from bartpy.samplers.leafnode import LeafNodeSampler ModuleNotFoundError: No module named 'bartpy.samplers' ``` This is for the...

#### Is your feature request related to a problem? Please describe Currently it appears that `statsmodels.duration.hazard_regression.PHReg` is not supported for use with `statsmodels.imputation.mice.MICE`. Below is a minimal example ```python import...

**Is your feature request related to a problem? Please describe.** Add a general implementation of proximal CI to `causal.py`. **Describe the solution you'd like** There is a general implementation of...

enhancement
Estimating-Equation

**Is your feature request related to a problem? Please describe.** Add more support for pharmacokinetic models (like existing dose-response models). This topic area is a bit unfamiliar to me, but...

enhancement
Estimating-Equation