Chapter 6. Classification Methods 2

Rule-Based Classifiers

Table of Contents

Using a rule-based classifier (1)
Using a rule-based classifier (2)
Transforming a decision tree to an equivalent rule set

Using a rule-based classifier (1)

Description

In this experiment a rule-based classifier is trained on the Zoo data set.

Input

Zoo [UCI MLR]

Output

Figure 6.1. The rule set of the rule-based classifier trained on the data set.

The rule set of the rule-based classifier trained on the data set.

Figure 6.2. The classification accuracy of the rule-based classifier on the data set.

The classification accuracy of the rule-based classifier on the data set.

Interpretation of the results

The second figure shows that the rule-based classifier perfectly classifies all training examples.

Video

Workflow

rules_exp1.rmp

Keywords

rule-based classifier
supervised learning
classification

Operators

Apply Model
Map
Performance (Classification)
Read AML
Rule Induction
Subprocess