statistics W2025 Notes

Refresher notes on basic probability and statistics.

Basic R.

Linear model review

Logistic Regression.

More Linear Models.

Generalized linear models.

Generalized additive models.

Dealing with heterogeneity.

Tree models.

Multilevel models.

Causal inference (Prof. Sobel).

Time series.

Text mining.

Survival Analysis.

More Linear Models and R examples.

Measuring peformance of binary classifiers.

Temporal corelation in regression.

Spatial correlation in regresion.

Nonparametrics (Elizabeth Newton).

Clustering.