Random iteration with place dependent probabilities
Abstract:
We consider Markov chains arising from random iteration of functions
\(S_{\theta}:X\to X\), \(\theta \in \Theta\),
where \(X\) is a Polish space and \(\Theta\)
is an arbitrary set of indices. At \(x\in X\), \(\theta\)
is sampled from a distribution \(\vartheta_x\) on \(\Theta\),
and the \(\vartheta_x\) are different for different \(x\).
Exponential convergence to a unique invariant measure is proved. This result is applied to the case of random affine
transformations on \({\mathbb R}^d\), giving the existence of exponentially attractive
perpetuities with place dependent probabilities.
2010 AMS Mathematics Subject Classification: Primary 60J05; Secondary 37A25.
Keywords and phrases: random iteration of functions, exponential convergence, invariant measure,
perpetuities.