Reparametrization Invariant Statistical Inference and Gravity
- 23 June 1997
- journal article
- research article
- Published by American Physical Society (APS) in Physical Review Letters
- Vol. 78 (25) , 4671-4674
- https://doi.org/10.1103/physrevlett.78.4671
Abstract
Bialek, Callan, and Strong have recently given a solution of the problem of determining a continuous probability distribution from a finite set of experimental measurements by formulating it as a one-dimensional quantum field theory. This Letter gives a reparametrization invariant solution of the problem, obtained by coupling to gravity. The case of a large number of dimensions is also formulated geometrically, and solved, in terms of metrics of vanishing Weyl curvature.Keywords
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- Field Theories for Learning Probability DistributionsPhysical Review Letters, 1996