Estimation of integrals with respect to infinite measures using regenerative sequences

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

[img] PDF
1MB

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
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

Repository Staff Only: item control page