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Large Deviations of Random Vector Fields with Applications to Economics

✍ 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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✦ Synopsis


Let Z n p n = 1 2, , be a sequence of random vector fields on R l , and let Ο€ * n = p ∈ 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 ∩ B = for subsets B βŠ‚ 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 ∈ Ο€ * n βŠ‚ 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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