model-selection-sim-study
Simulation study of various variable selection techniques. Intended to examine the bias in parameter estimation in the context of causal health. In particular, we grapple with confounding, unseen confounding and bias amplification.
Science Score: 44.0%
This score indicates how likely this project is to be science-related based on various indicators:
-
✓CITATION.cff file
Found CITATION.cff file -
✓codemeta.json file
Found codemeta.json file -
✓.zenodo.json file
Found .zenodo.json file -
○DOI references
-
○Academic publication links
-
○Academic email domains
-
○Institutional organization owner
-
○JOSS paper metadata
-
○Scientific vocabulary similarity
Low similarity (4.4%) to scientific vocabulary
Repository
Simulation study of various variable selection techniques. Intended to examine the bias in parameter estimation in the context of causal health. In particular, we grapple with confounding, unseen confounding and bias amplification.
Basic Info
- Host: GitHub
- Owner: RaspberryEmma
- License: gpl-3.0
- Language: HTML
- Default Branch: main
- Size: 14.7 MB
Statistics
- Stars: 1
- Watchers: 1
- Forks: 0
- Open Issues: 0
- Releases: 0
Metadata Files
README.md
Model-Selection-Sim-Study
Simulation study of various variable selection techniques. Intended to examine the bias in parameter estimation in the context of causal health. In particular, we grapple with confounding, bias amplification, missingness and other features important to causal inference.
The folders "Jupyter", "data" and "plots" contain pre-computed results.
The simulation can currently be run in one of two ways: - In R / RStudio using the script "RunSim.R" - In Jupyter Notebook via the R Kernel using the notebook "RunSim.ipynb"
Still in development!
Owner
- Name: Emma
- Login: RaspberryEmma
- Kind: user
- Repositories: 3
- Profile: https://github.com/RaspberryEmma
PhD Student at University of Bristol studying Computational Statistics and Data Science (she / her)
Citation (CITATION.cff)
cff-version: 1.2.0
message: "If you use this software, please cite it as below."
authors:
- family-names: Tarmey
given-names: Emma
orcid: https://orcid.org/0009-0000-7214-4976
title: "Variable Selection Simulation Study"
version: 1.0.0
date-released: 2023-05-01