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An Evaluation Method for Feature Rankings

Author(s): Ivica Slavkov (Author), Sašo Džeroski (Supervisor)

Year: 2012

Type: Doctoral dissertation

Feature ranking is the machine learning task of inducing an ordering of features in a given dataset according to some notion of relevance. We consider the feature ranking task in the context of supervised learning, where the notion of feature relevance is defined with respect to a target concept. Feature …