Dec 20, 2009
Population space and Rao's distance
Post @ 2:00:32 | Rao's distance
The seminal paper of Rao written before he joined Cambridge for his PhD is available online at:
Breakthroughs in Statistics
page 235 is a reprint of:
Rao, Calyampudi (1945). "Information and the accuracy attainable in the estimation of statistical parameters". Bulletin of the Calcutta Mathematical Society 37: 81?89.
There we find three essential results:
- Cramer-Rao bound
- Population space and riemannian geometry using the Fisher information metric as the quadratic differential form.
- Test of significance (and classification)
Information geometry has since then spreaded, with the work of Chentsov on alpha-connections and its investigation by Amari. Historically, the space of distributions, was called the "population space".
The Rao distance for 1D normals is also given.
Frank.
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