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A directory of resources related to biostatistics topics, including papers and code examples

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Biostatistics Resource Directory

Topic Type Code Description Link Citation
Survival Analysis Tutorial R An introduction to survival analysis, and to conducting a survival analysis in R. https://www.emilyzabor.com/tutorials/survival_analysis_in_r_tutorial.html
Multilevel and Mixed Effects Models Tutorial R Linear Models and Mixed Models with R Winter, B. (2013). Linear models and linear mixed effects models in R with linguistic applications. arXiv:1308.5499. [http://arxiv.org/pdf/1308.5499.pdf]
Multilevel and Mixed Effects Models Book R Multilevel starting Chapter 11 http://ecologia.ib.usp.br/curso_r/lib/exe/fetch.php/bie5782:00_curso_avancado:uriarte:gelman_hill2007_data_analysis_using_regression_and_multilevel-hierarchical_models.pdf
Multilevel and Mixed Effects Models Tutorial Conceptual intro to generalized linear mixed models https://stats.oarc.ucla.edu/other/mult-pkg/introduction-to-generalized-linear-mixed-models/
Longitudinal Data Analysis Book R Chapter 4, Example for longitudinal data https://stats.oarc.ucla.edu/r/examples/alda/r-applied-longitudinal-data-analysis-ch-4/ Singer, Judith D., and John B. Willett, Applied Longitudinal Data Analysis: Modeling Change and Event Occurrence (New York, 2003; online edn, Oxford Academic, 1 Sept. 2009), https://doi.org/10.1093/acprof:oso/9780195152968.001.0001, accessed 6 June 2023.
Generalized Estimating Equations Tutorial R General intro to GEE https://rlbarter.github.io/Practical-Statistics/2017/05/10/generalized-estimating-equations-gee/
Generalized Estimating Equations Tutorial R General intro to GEE https://wildlifesnpits.wordpress.com/2014/10/24/dealing-with-ugly-data-generalized-estimating-equations-gee/
Generalized Estimating Equations Tutorial Quick, informal intro https://towardsdatascience.com/an-introduction-to-generalized-estimating-equations-bc7dee570478
Generalized Estimating Equations Documentation R Documentation of geepack R package https://rdrr.io/cran/geepack/f/inst/doc/geepack-manual.pdf

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