אריה קנטורוביץ

אקדמי בכיר

A strong law of large numbers for strongly mixing processes

A. Kontorovich, A. Brockwell

We prove a strong law of large numbers for a class of strongly mixing processes. Our result rests on recent advances in understanding of concentration of measure. It is simple to apply and gives finite-sample (as opposed to asymptotic) bounds, with readily computable rate constants. In particular, this makes it suitable for analysis of inhomogeneous Markov processes. We demonstrate how it can be applied to establish an almost-sure convergence result for a class of models that includes as a special case a class of adaptive Markov chain Monte Carlo algorithms.

שפת פרסום אנגלית
דפים 3777-3796
כתב עת Communications in Statistics - Theory and Methods
כרך 43
נושא מספר 18
סטטוס פרסום פורסם - 01.01.2014

Keywords

Concentration
Lawof large numbers
Markov Chain Monte Carlo
Mixing

ASJC Scopus subject areas

Statistics and Probability
גישה למסמך
10.1080/03610926.2012.701696
קבצים וקישורים אחרים
Link to publication in Scopus