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A feature is a property which can be used to describe objects in machine learning. Most of the time those are values in R^n, but not always.

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Terminology: Difference between decision variables, features and attributes in this paper?

Feature and attribute have both the same meaning. Decision variable is the variable which is used to make a split in a decision tree in tree based algorithms, i.e. the variable on which the decision …
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