Hoeffding’s inequalities for geometrically ergodic Markov chains on general state space
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.
Year of publication: |
2014
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Authors: | Miasojedow, Błażej |
Published in: |
Statistics & Probability Letters. - Elsevier, ISSN 0167-7152. - Vol. 87.2014, C, p. 115-120
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Publisher: |
Elsevier |
Subject: | Hoeffding’s inequality | Markov chains | Spectral gap | Geometric ergodicity |
Saved in:
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