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A correction term for the covariance of renewal-reward processes with multivariate rewards

Authors: Patch, B.; Nazarathy, Y.; Taimre, T.;

A correction term for the covariance of renewal-reward processes with multivariate rewards

Abstract

We consider a renewal-reward process with multivariate rewards. Such a process is constructed from an i.i.d.\ sequence of time periods, to each of which there is associated a multivariate reward vector. The rewards in each time period may depend on each other and on the period length, but not on the other time periods. Rewards are accumulated to form a vector valued process that exhibits jumps in all coordinates simultaneously, only at renewal epochs. We derive an asymptotically exact expression for the covariance function (over time) of the rewards, which is used to refine a central limit theorem for the vector of rewards. As illustrated by a numerical example, this refinement can yield improved accuracy, especially for moderate time-horizons.

Countries
Netherlands, Australia
Keywords

renewal-reward processes, 330, Central limit theorem, Probability (math.PR), Renewal theory, central limit theorem, Covariance time curve, multivariate rewards, Central limit and other weak theorems, covariance time curve, Renewal process, 510, 1804 Statistics, 519, Multivariate rewards, FOS: Mathematics, Probability and Uncertainty, 1804 Statistics, Probability and Uncertainty, 2613 Statistics and Probability, Mathematics - Probability, Renewal-reward process

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    influence
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    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
10
Top 10%
Top 10%
Top 10%
Green
bronze