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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