Induced Decision Rules 132461-D
Wykład (WYK) Semestr letni 2024/25

1. Introduction to inducing decision rules from data.

Machine learning - data and model.

Graphs, trees and rules. Types of variables and methods of their division.

Generation of decision trees and rules - the CART method and the Quinlan method.

Generation of decision trees and rules - the Quinlan method cont. and the CHAID method. Stopping criteria.

Quality assessment of classification models.

Quality assessment of classification models, cont.

Quality assessment of classification models, cont. Missing data.

Data analysis for model building.

Model testing. Pruning a classification tree.

Regression trees. Random forests.

Ensemble methods in machine learning.

Association rules in data mining

Final test

Presentation and discussion of group projects