- Simple linear regression formula. As detailed above, the formula for simple linear regression is: or. for each data point - Simple linear regression model – worked example. Let’s say we are ...

Statistical decision theory: risk, decision rules, loss and utility functions, Bayesian expected loss, Frequentist risk. Bayesian Inference: Bayes theorem, prior, posterior and predictive ...

[3] Log-Linear Bayesian Additive Regression Trees for Multinomial Logistic and Count Regression Models. Journal of the American Statistical Association (2021). Back to "Computational Statistics" ...

Applications: Linear models in Regression and Classification (Bayesian Linear Regression, ... Logistic Regression), Hierarchical/ Multilevel Models, Cluster Analysis and Mixture Modeling. Teaching.