Methods
BST 232, Methods, has the following description:
[BST 232 is an] introductory course in the analysis of Gaussian and categorical data, the general linear regression model, ANOVA, robust alternatives based on permutations, model building, resampling methods (bootstrap and jackknife), contingency tables, exact methods, logistic regression.
Course Outline:
- Linear Regression
- Diagnostics
- Model Selection
- Bootstrap Permutation
- Heteroscedastic Errors
- Proportions and Contingency Tables
- Likelihood Theory
- GLMs
- Binary Outcomes
- Count Outcomes
- Survival Outcomes
The listed primary references are:
Secondary references:
- Vittinghoff et al. (2012)
- Chatterjee and Hadi (2006)
- McCullagh and Nelder (1989)
- Faraway (2016)
- James et al. (2013)
Some online references:
- Frank Harrell’s Regression Modeling Strategies https://hbiostat.org/rmsc/
- Advanced Statistical Modeling III from Durham University https://bookdown.org/cnguyen/ASM_term2_lecture_notes/
- Regression Modelling for Biostatistics 1 from Biostatistics Collaboration of Australia https://bookdown.org/stephane_heritier/RM1TEST/
References:
Agresti, Alan. 2013. Categorical Data Analysis. 3rd ed. Hoboken, NJ: Wiley.
Chatterjee, Samprit, and Ali S. Hadi. 2006. Regression Analysis by Example. 4th ed. John Wiley & Sons.
Collett, David. 2015. Modelling Survival Data in Medical Research. 3rd ed. Chapman & Hall/CRC Texts in Statistical Science. CRC Press. https://www.crcpress.com/Modelling-Survival-Data-in-Medical-Research/Collett/p/book/9781439856789.
Faraway, Julian J. 2016. Extending the Linear Model with r: Generalized Linear, Mixed Effects and Nonparametric Regression Models. 2nd ed. Boca Raton: CRC Press.
James, Gareth, Daniela Witten, Trevor Hastie, and Robert Tibshirani. 2013. An Introduction to Statistical Learning: With Applications in r. Springer. https://faculty.marshall.usc.edu/gareth-james/ISL/.
Kutner, Michael H., Christopher J. Nachtsheim, John Neter, and William Li. 2005. Applied Linear Statistical Models. 5th ed. Boston: McGraw-Hill Irwin.
McCullagh, P., and J. A. Nelder. 1989. Generalized Linear Models. 2nd ed. London: Chapman; Hall.
Vittinghoff, Eric, David V. Glidden, Stephen C. Shiboski, and Charles E. McCulloch. 2012. Regression Methods in Biostatistics: Linear, Logistic, Survival, and Repeated Measures Models. 2nd ed. New York: Springer.