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--- | ||
title: "Model to Meaning" | ||
output: rmarkdown::html_vignette | ||
vignette: > | ||
%\VignetteIndexEntry{Model to Meaning} | ||
%\VignetteEngine{knitr::rmarkdown} | ||
%\VignetteEncoding{UTF-8} | ||
--- | ||
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```{r, include = FALSE} | ||
knitr::opts_chunk$set( | ||
collapse = TRUE, | ||
comment = "#>" | ||
) | ||
``` | ||
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The [marginaleffects.com](https://marginaleffects.com) website includes detailed documentation for both the `R` and `Python` versions of the `marginaleffects` package. | ||
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It also includes a complete free version of this forthcoming book | ||
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> *Model to Meaning: How to Interpret Statistical Results Using marginaleffects for R and Python.* Arel-Bundock, Vincent. CRC Chapman & Hall. | ||
In addition to full book chapters, [marginaleffects.com](https://marginaleffects.com) includes a lot of bonus content. In total, there are over 40 detailed vignettes and tutorials, including: | ||
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1. [Home](https://marginaleffects.com/) | ||
1. [Who is this website for?](https://marginaleffects.com/chapters/who.html) | ||
1. [Quick start](https://marginaleffects.com/bonus/get_started.html) | ||
1. Interpretation | ||
- [Models and meaning](https://marginaleffects.com/chapters/challenge.html) | ||
- [Tools and data](https://marginaleffects.com/chapters/tools.html) | ||
- [Conceptual framework](https://marginaleffects.com/chapters/framework.html) | ||
1. Quantities and Tests | ||
- [Hypothesis and equivalence tests](https://marginaleffects.com/chapters/hypothesis.html) | ||
- [Predictions](https://marginaleffects.com/chapters/predictions.html) | ||
- [Counterfactual comparisons](https://marginaleffects.com/chapters/comparisons.html) | ||
- [Slopes](https://marginaleffects.com/chapters/slopes.html) | ||
1. Case Studies | ||
- [Interactions, polynomials, and splines](https://marginaleffects.com/chapters/interactions.html) | ||
- [Categorical and ordinal outcomes](https://marginaleffects.com/chapters/categorical.html) | ||
- [Experiments](https://marginaleffects.com/chapters/experiments.html) | ||
- [Mixed effects regression and post-stratification](https://marginaleffects.com/chapters/mrp.html) | ||
- [Machine learning](https://marginaleffects.com/chapters/ml.html) | ||
- [Uncertainty](https://marginaleffects.com/chapters/uncertainty.html) | ||
1. Bonus Content | ||
- [Help](https://marginaleffects.com/bonus/help.html) | ||
- [FAQ](https://marginaleffects.com/bonus/faq.html) | ||
- [Plots](https://marginaleffects.com/bonus/plot.html) | ||
- [Alternative Software](https://marginaleffects.com/bonus/alternative_software.html) | ||
- [Bayes](https://marginaleffects.com/bonus/brms.html) | ||
- [Elasticity](https://marginaleffects.com/bonus/elasticity.html) | ||
- [Extensions](https://marginaleffects.com/bonus/extensions.html) | ||
- [GAM](https://marginaleffects.com/bonus/gam.html) | ||
- [G-Computation](https://marginaleffects.com/bonus/gcomputation.html) | ||
- [Heterogeneity](https://marginaleffects.com/bonus/heterogeneity.html) | ||
- [Inverse Probability Weighting](https://marginaleffects.com/bonus/ipw.html) | ||
- [Links](https://marginaleffects.com/bonus/links.html) | ||
- [Logit](https://marginaleffects.com/bonus/logit.html) | ||
- [Marginal Means](https://marginaleffects.com/bonus/marginalmeans.html) | ||
- [Matching](https://marginaleffects.com/bonus/matching.html) | ||
- [Meme gallery](https://marginaleffects.com/bonus/meme.html) | ||
- [Multiple Comparisons](https://marginaleffects.com/bonus/multiple_comparisons.html) | ||
- [NumPyro](https://marginaleffects.com/bonus/numpyro.html) | ||
- [Performance](https://marginaleffects.com/bonus/performance.html) | ||
- [Supported Models](https://marginaleffects.com/bonus/supported_models.html) | ||
- [S Values](https://marginaleffects.com/bonus/svalues.html) | ||
- [Tables](https://marginaleffects.com/bonus/tables.html) | ||
1. Back Matter | ||
- [Python](https://marginaleffects.com/chapters/python.html) | ||
- [Bibliography](https://marginaleffects.com/chapters/bibliography.html) | ||
1. [Citation and License](https://marginaleffects.com/bonus/citation.html) | ||
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