Representation
- Each node in the tree specifies a test for some
attribute of the instance.
- Each branch corresponds to an attribute value.
- Each leaf node assigns a classification.
- How would this tree classify: \[\langle Outlook=Sunny,
Temperature = Hot, Humidity = High, Wind = Strong
\rangle\]
- Decision trees represent a disjunction (or) of
conjunctions (and) of constraints on the values. Each
root-leaf path is a conjunction.
\[ (Outlook=Sunny \wedge Humidity=Normal) \vee (Outlook = Overcast) \vee (Outlook=Rain \wedge Wind=Weak)\]
José M. Vidal
.
3 of 25