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quarto-site's Introduction

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This repo houses my personal website, which contains vignettes, some math & stats stuff, and lists of helpful resources relating to scRNA-seq, R package development, software development, & other topics.

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jr-leary7 avatar

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quarto-site's Issues

Add tutorial on interpreting regression intercepts

  • Start from first principles e.g., matrix algebra showing why null model is the mean
  • Interpret intercept under various different frameworks in OLS (categorical / continuous predictors, centering, standardizing, etc.)
  • Interpretation for common types of GLMs

Add analysis of NB GLMM implementations

  • Examine the available implementations of negative-binomial GLMMs in R & Julia as done previously for GEEs
  • Compare speed, accuracy, & flexibility
  • Options
    • lmer::glmer.nb()
    • glmmTMB::glmmTMB()
    • GLMMadaptive::mixed_model()
    • statsmodels.genmod (only supports Poisson)
    • MixedModels.jl (support for NB is undocumented, but Poisson works)

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