Misplaced Pages

Bhattacharyya angle

Article snapshot taken from Wikipedia with creative commons attribution-sharealike license. Give it a read and then ask your questions in the chat. We can research this topic together.
Distance between two probability measures in statistics

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

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

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

BC ( p , q ) = i = 1 n p i q i {\displaystyle \operatorname {BC} (p,q)=\sum _{i=1}^{n}{\sqrt {p_{i}q_{i}}}}

is the Bhattacharya coefficient.

The Bhattacharya distance is the geodesic distance in the orthant of the sphere S n 1 {\displaystyle S^{n-1}} obtained by projecting the probability simplex on the sphere by the transformation p i p i ,   i = 1 , , n {\displaystyle p_{i}\mapsto {\sqrt {p_{i}}},\ 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

Δ ( ρ , σ ) = arccos F ( ρ , σ ) . {\displaystyle \Delta (\rho ,\sigma )=\arccos {\sqrt {F(\rho ,\sigma )}}.}

See also

References

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