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Decision Tree - only one attribute per branch?
Hello, i hope everyone here is doing great!
I have a question regarding decision trees. Is it possible to set up the decision tree in a way, so that the model will use every attribute just once per branch? I need this for a project for my studies, and it would mean a lot if someone here can help me
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![:smile: :smile:](https://community.rapidminer.com/resources/emoji/smile.png)
Thanks in advance!
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Answers
Dortmund, Germany
Hello,
Certainly! In a One Rule decision tree:
Select Best Attribute:
Create Rule:
Apply Rule:
Repeat for Each Attribute:
Choose Best Rule:
Tree Structure:
Example in Python (using scikit-learn):