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Set estimation from reflected Brownian motion
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DOI：10.1111/rssb.12149.png)
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摘要
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We study the problem of estimating a compact set S subset of R-d from a trajectory of a reflected Brownian motion in S with reflections on the boundary of S. We establish consistency and rates of convergence for various estimators of S and its boundary. This problem has relevant applications in ecology in estimating the home range of an animal on the basis of tracking data. There are a variety of studies on the habitat of animals that employ the notion of home range. The paper offers theoretical foundations for a new methodology that, under fairly unrestrictive shape assumptions, allows us to find flexible regions close to reality. The theoretical findings are illustrated on simulated and real data examples.
Keyword:
Home range estimation
Reflected Brownian motion
Set estimation
期刊
J
IF:
3.6
论文数:
1.5K
被引数:
3.2W
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