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  4. Convergence with probability one of stochastic approximation algorithms whose average is cooperative

Convergence with probability one of stochastic approximation algorithms whose average is cooperative

Author(s)
Benaim, Michel  
Chaire de probabilités  
Date issued
2000
In
Nonlinearity
Vol
3
No
13
From page
601
To page
616
Subjects
DYNAMICAL-SYSTEMS MAPS
Abstract
We consider a stochastic approximation process Xn+1 - x(n) = Yn+1 (F(x(n)) + Un+1) where F : R-m --> R-m is a C-2 irreducible cooperative dissipative vector field, {y(n)}(n greater than or equal to 0) is a sequence of positive numbers decreasing to 0 and {U-n}(n greater than or equal to 0) a sequence of uniformly bounded R-m martingale differences. We show that under certain conditions on {y(n)} and {U-n} the sequence {x(n)}(n greater than or equal to 0) converges with probability one toward the equilibria set of the vector field F.
Publication type
journal article
Identifiers
https://libra.unine.ch/handle/20.500.14713/61562
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