Hoeffding’s inequalities for geometrically ergodic Markov chains on general state space
Błażej Miasojedow
Statistics & Probability Letters, 2014, vol. 87, issue C, 115-120
Abstract:
Let (Xn)n≥1 be a Markov chain on a general state space with stationary distribution π and a spectral gap in the space Lπ2. In this paper, we prove that the probabilities of large deviations of sums Sn=∑k=1nf(Xk) satisfy an inequality of Hoeffding type. We generalize results of León and Perron (2004) in two directions; in our paper the state space is general and we do not assume reversibility.
Keywords: Hoeffding’s inequality; Markov chains; Spectral gap; Geometric ergodicity (search for similar items in EconPapers)
Date: 2014
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Citations: View citations in EconPapers (3)
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Persistent link: https://EconPapers.repec.org/RePEc:eee:stapro:v:87:y:2014:i:c:p:115-120
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DOI: 10.1016/j.spl.2014.01.013
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