Parametric ModelsExplores statistical estimation, regression models, and model selection in parametric models.
Distribution EstimationCovers the estimation of distributions using various methods such as minimum loss and expectation.
Discrete Choice AnalysisIntroduces Discrete Choice Analysis, covering scale, depth, data collection, and statistical inference.
Probabilistic Linear RegressionExplores probabilistic linear regression, covering joint and conditional probability, ridge regression, and overfitting mitigation.
Red bus/Blue bus paradoxExplores the Red bus/Blue bus paradox, nested logit models, and multivariate extreme value models in transportation.