Bhattacharyya angle explained

In statistics, Bhattacharyya angle, also called statistical angle, is a measure of distance between two probability measures defined on a finite probability space. It is defined as

\Delta(p,q)=\arccos\operatorname{BC}(p,q)

where pi, qi are the probabilities assigned to the point i, for i = 1, ..., n, and

\operatorname{BC}(p,q)=

n
\sum
i=1

\sqrt{piqi}

is the Bhattacharya coefficient.[1]

The Bhattacharya distance is the geodesic distance in the orthant of the sphere

Sn-1

obtained by projecting the probability simplex on the sphere by the transformation

pi\mapsto\sqrt{pi},i=1,\ldots,n

.

This distance is compatible with Fisher metric. It is also related to Bures distance and fidelity between quantum states as for two diagonal states one has

\Delta(\rho,\sigma)=\arccos\sqrt{F(\rho,\sigma)}.

See also

Notes and References

  1. On a measure of divergence between two statistical populations defined by their probability distributions. Bhattacharya. Anil Kumar. 1943. Bulletin of the Calcutta Mathematical Society. 35. 99–109.