Literature

The required literature consists of the lecture slides (see the schedule), the lecture notes, and selected book chapters and articles. Below, we specify the required literature per subject.

Introduction

Classification Trees, Regression Trees, Bagging and Random Forests

Undirected Graphical Models (Markov Random Fields)

Frequent Pattern Mining

Text Mining

Bayesian Networks

Social Network Mining