7.5 Clustering
Vladimir Buskin 
Recommended reading
James et al. (2021): Chapter 12
Hastie, Tibshirani, and Friedman (2017): Chapters 14.3.6, 14.3.10 & 14.3.12
Preparation
Clustering algorithms
Warning
This page is still under construction. More content will be added soon!
\(k\)-means
Partitioning around medoids (PAM)
Hierarchical agglomerative clustering
Hastie, Trevor, Robert Tibshirani, and Jerome H. Friedman. 2017. The Elements of Statistical Learning: Data Mining, Inference, and Prediction. 2nd ed. New York, NY: Springer.
James, Gareth, Daniela Witten, Trevor Hastie, and Robert Tibshirani. 2021. An Introduction to Statistical Learning: With Applications in r. New York: Springer. https://doi.org/10.1007/978-1-0716-1418-1.