Generalizations and Properties of Normalized Similarity Measures for Boolean Models
Amelia Bădică, Costin Bădică, Doina Logofătu, Ionuţ-Dragoş Neremzoiu
Source abstract
In this paper, we provide a closer look at some of the most popular normalized similarity/distance measures for Boolean models. This work includes the generalization of three classes of measures described as generalized Kulczynski, generalized Jaccard, and generalized Consonni and Todeschini measures, theoretical ordering of the similarity measures inside each class, as well as between classes, and positive and negative results regarding the metric properties of measures related to satisfying or not satisfying the triangle inequality axiom.
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