Abstract
In this paper, we prove a new version of the Birkhoff ergodic theorem (BET) for random variables depending on a parameter (alias integrands). This involves variational convergences, namely epigraphical, hypographical and uniform convergence and requires a suitable definition of the conditional expectation of integrands. We also have to establish the measurability of the epigraphical lower and upper limits with respect to the -field of invariant subsets. From the main result, applications to uniform versions of the BET to sequences of random sets and to the strong consistency of estimators are briefly derived.
Publication
Annals of Probability, 31(1), 63-92
Citations
- CrossRef - Citation Indexes: 26
- Scopus - Citation Indexes: 31
Captures
- Mendeley - Readers: 8

Professor of Econometrics
My research interests include statistics, numerical analysis, operations research, psychology, economics and management.