For the probabilities of large deviations of Gaussian random vectors an asymptotic expansion is derived. Based upon a geometric measure representation for the Gaussian law the interactions between global and local geometric properties both of the distribution and of the large deviation domain are st
Large Deviations of Random Vector Fields with Applications to Economics
β Scribed by Esa Nummelin
- Publisher
- Elsevier Science
- Year
- 2000
- Tongue
- English
- Weight
- 231 KB
- Volume
- 24
- Category
- Article
- ISSN
- 0196-8858
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β¦ Synopsis
Let Z n p n = 1 2, , be a sequence of random vector fields on R l , and let Ο * n = p β R l Z n p = 0 denote the random set of zeros of Z n . We study the asymptotics of probabilities of the type P Ο * n β© B = for subsets B β R l . Under suitable regularity conditions these probabilities are of the order e -nI B where I B is a large deviation rate function obtained as a minimum of an associated entropy function I p over B. We study also the large deviations of random graphs of the form p n -1 X n p p β Ο * n β R l+d , where X n is an auxiliary sequence of random maps X n R l β R d . In economic applications Z n p refers to the total excess demand in a random economy of size n and hence Ο * n becomes the random set of equilibrium prices for the economy. The auxiliary map X n p may denote any price-depending total characteristic like total demand, supply, etc. The conditional laws of large numbers which ensue on the large deviation estimates admit an interpretation in terms of a principle of entropy minimization in analogy with the classical maximum entropy principles in statistics and statistical mechanics.
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