Title of article :
A proof for the positive definiteness of the Jaccard index matrix Original Research Article
Author/Authors :
Mathieu Bouchard، نويسنده , , Anne-Laure Jousselme، نويسنده , , Pierre-Emmanuel Doré، نويسنده ,
Issue Information :
روزنامه با شماره پیاپی سال 2013
Abstract :
In this paper we provide a proof for the positive definiteness of the Jaccard index matrix used as a weighting matrix in the Euclidean distance between belief functions defined in Jousselme et al. [13]. The idea of this proof relies on the decomposition of the matrix into an infinite sum of positive semidefinite matrices. The proof is valid for any size of the frame of discernment but we provide an illustration for a frame of three elements. The Jaccard index matrix being positive definite guaranties that the associated Euclidean distance is a full metric and thus that a null distance between two belief functions implies that these belief functions are strictly identical.
Keywords :
Evidence theory , Distance , Jaccard , Separability , Definiteness , Belief functions
Journal title :
International Journal of Approximate Reasoning
Journal title :
International Journal of Approximate Reasoning