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Isotropic probability measures in infinite-dimensional spacesLet R be the real numbers, R(n) the linear space of all real n-tuples, and R(infinity) the linear space of all infinite real sequences x = (x sub 1, x sub 2,...). Let P sub in :R(infinity) approaches R(n) be the projection operator with P sub n (x) = (x sub 1,...,x sub n). Let p(infinity) be a probability measure on the smallest sigma-ring of subsets of R(infinity) which includes all of the cylinder sets P sub n(-1) (B sub n), where B sub n is an arbitrary Borel subset of R(n). Let p sub n be the marginal distribution of p(infinity) on R(n), so p sub n(B sub n) = p(infinity) (P sub n to the -1 (B sub n)) for each B sub n. A measure on R(n) is isotropic if it is invariant under all orthogonal transformations of R(n). All members of the set of all isotropic probability distributions on R(n) are described. The result calls into question both stochastic inversion and Bayesian inference, as currently used in many geophysical inverse problems.
Document ID
19880062184
Acquisition Source
Legacy CDMS
Document Type
Reprint (Version printed in journal)
Authors
Backus, George
(California, University La Jolla, United States)
Date Acquired
August 13, 2013
Publication Date
December 1, 1987
Publication Information
Publication: National Academy of Sciences, Proceedings
Volume: 84
ISSN: 0027-8424
Subject Category
Statistics And Probability
Accession Number
88A49411
Funding Number(s)
CONTRACT_GRANT: NSF EAR-85-21543
CONTRACT_GRANT: NAG5-818
Distribution Limits
Public
Copyright
Other

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