m-clark

bayesian-basics

:no_entry_sign: :leftwards_arrow_with_hook: A document that introduces Bayesian data analysis.

book-of-models

Spells for everyday living. (also a book coming out in 2025)

generalized-additive-models

A document introducing generalized additive models.📈

Miscellaneous-R-Code

Code that might be useful to others for learning/demonstration purposes, specifically along the lines of modeling and various algorithms. **Superseded by the models-by-example repo**.

mixed-models-with-R

Covers the basics of mixed models, mostly using @lme4

mixedup

An R package for extracting results from mixed models that are easy to use and viable for presentation.

models-by-example

By-hand code for models and algorithms. An update to the 'Miscellaneous-R-Code' repo.

NineteenEightyR

:sunrise_over_mountains: :vhs: like totally rad

polars-talk-2024

Notebook for a talk introducing polars

visibly

👓 Functions related to R visualizations

m-clark/stanR_workshop

A workshop on using Stan with R.

m-clark/advice-to-the-graduate

Some thoughts, particularly for graduate students, but any researcher in applied disciplines on what they can do regarding statistical and programming basics to make their research efforts more efficient.

m-clark/topic-models-demo

Demonstration of a standard topic model approach

m-clark/data-manipulation-in-r

Set of slides for a workshop introducing dplyr related functionality, piping and related.

m-clark/mixed-models-growth-curves-simulation

Raw files for a document simulating models for longitudinal data (mixed models and growth curve models).

m-clark/correlation-measures

Raw files for a summary of various measures of dependency.

m-clark/Datasets

Datasets I used at some point.

m-clark/fastR

Raw files for a document covering techniques for speeding up R, especially before parallelization.

m-clark/latent-variables-and-sum-scores

Raw files for a document examining the use of latent variable and sum scores for secondary analysis.

m-clark/lords-paradox

Lord's paradox

m-clark/mixed-growth-comparison

A demonstration of the equivalence of growth curves and mixed models

m-clark/mixed-models-anova

Raw files for a document introducing mixed models for those familiar with ANOVA.

m-clark/mixed-models-growth-curves

Raw files for a document comparing mixed models and growth curve models (sem).

m-clark/atpRankingsHistory

a look at the big 4

m-clark/categorical-regression-models

Raw files for a document that provides an overview of models for the case of a categorical dependent variable.

m-clark/mixed-models-estimation

Raw files for a document demonstrating some by hand estimation of mixed models.

m-clark/mixed-models-overview

Raw files for a document providing an overview of mixed models from varying perspectives.

m-clark/r-bootcamp

an afternoon/day course to introduce R programming

m-clark/tornados

m-clark/bigR

Raw files for a document that will serve as a reference for dealing with 'big' data in R.

m-clark/flux_r

m-clark/MultivariateMultiLevelModeling

m-clark/old-dsss

These are an R version of Kerby Shedden's Python notes from the initial Data Science Skills Series

m-clark/pop

playing with tidycensus

m-clark/qualtricsR

Easy Qualtrics REST API calls through R.

m-clark/R-for-social-science

Hastily put together document with social science oriented demos of R.

m-clark/tbd

statistical science, data expression, computational reasoning

m-clark/testGit

playtime