Environmental Statistics
Durchführung: Professur für Biometrie und Umweltsystemanalyse
- repetition LM with multiple predictors: estimates, SE, P-values, interactions, non-linearity; plotting
- count GLM: link function, Poisson distribution, back-transform to response scale; plotting
- Bernoulli GLM: link function, Bernoulli distribution; backtransform; SE of prediction; plotting
- other GLMs: canonical link function, neg binomial, binomial, any other: maximum log-likelihood principle; likelihood profile via grid search
- Model diagnostics using simulation
- missing data imputation (mice; sklearn.KNNImputer)
- time series analysis with GAM and AR1
- bootstrapping and jackknife
- cross validation, incl. block cross-validation for time and space
- randomForest
- working with black-box models (ANN, SVM, …)
- reproducibility
- quarto/markdown vs knitr/LaTeX
- meta-data for dryad and pangea
- docker, R: checkpoint for reproducibility
Lehrformen
- Vorlesungen
- Übungen
- Gruppenarbeit