Conjecture on powers of the Jensen–Shannon divergence
Conjecture on powers of the Jensen–Shannon divergence
Let and be probability distributions, and let denote their classical Jensen–Shannon divergence. For , consider the powered divergence .
Conjecture on powers of the Jensen–Shannon divergence. The quantity is not a metric for .
The result would complete the classification established in the paper: the powered Jensen–Shannon divergence is a metric for and is not a metric for . Counterexamples are given for some subintervals of , depending on , but the assertion for the full interval remains open.
Sources & referencesView supporting material
Primary source
Tristán M. Osán, Diego G. Bussandri and Pedro W. Lamberti, “Monoparametric family of metrics derived from classical Jensen-Shannon divergence”, arXiv:1709.10153 (2017).
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