Bayesian Statistics for Biologists

  1. Computer Set-up

  2. Some notes

  3. R Intro 1

    • Can download file below by clicking on it, then right-click on the Raw button, and select “Download Linked File As” option
    • agefat_data
  4. R Intro 2

  5. R Intro 3

  6. Problems with p-values

  7. Intro to Bayesian Stats

  8. MCMC

  9.  Data types and probability distributions

  10. Metric predicted variable on one group

  11. Metric predicted variable on two groups

  12.  Simple linear regression: metric predicted variable with one metric predictor variable

  13. Metric predicted variable with one nominal predictor (ANOVA)

  14.  Hierarchical Models

  15. Metric predicted variable with multiple metric predictors

  16. Metric predicted variable with multiple nominal predictors

  17. Metric predicted variable with multiple mixed predictors

  18.  Logistic Regression (Binomial Predicted Variable)

  19. Count Predicted Variable

  20. Ordinal Predicted Variable

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