Athreya, Krishna B. ; Roy, Vivekananda (2015) Estimation of integrals with respect to infinite measures using regenerative sequences Journal of Applied Probability, 52 (4). pp. 1133-1145. ISSN 0021-9002
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Official URL: http://doi.org/10.1239/jap/1450802757
Related URL: http://dx.doi.org/10.1239/jap/1450802757
Abstract
Let f be an integrable function on an infinite measure space (S, , π). We show that if a regenerative sequence {Xn}n≥0 with canonical measure π could be generated then a consistent estimator of λ ≡ ∫Sf dπ can be produced. We further show that under appropriate second moment conditions, a confidence interval for λ can also be derived. This is illustrated with estimating countable sums and integrals with respect to absolutely continuous measures on ℝd using a simple symmetric random walk on ℤ.
Item Type: | Article |
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Source: | Copyright of this article belongs to Applied Probability Trust 2015 |
Keywords: | Markov chain, Monte Carlo, improper target, random walk, regenerative sequence |
ID Code: | 131561 |
Deposited On: | 07 Dec 2022 06:07 |
Last Modified: | 07 Dec 2022 06:07 |
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