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A Fast and Robust Way to Estimate Overlap of Niches, and Draw Inference

Authors :
Robert R. Junker
Judith H. Parkinson
Arne C. Bathke
Jonas Kuppler
Raoul Kutil
Wolfgang Trutschnig
Source :
The international journal of biostatistics. 14(2)
Publication Year :
2017

Abstract

The problem of quantifying the overlap of Hutchinsonian niches has received much attention lately, in particular in quantitative ecology, from where it also originates. However, the niche concept has the potential to also be useful in many other application areas, as for example in economics. We are presenting a fully nonparametric, robust solution to this problem, along with exact shortcut formulas based on rank-statistics, and with a rather intuitive probabilistic interpretation. Furthermore, by deriving the asymptotic sampling distribution of the estimators, we are proposing the first asymptotically valid inference method, providing confidence intervals for the niche overlap. The theoretical considerations are supplemented by simulation studies and a real data example.

Details

ISSN :
15574679
Volume :
14
Issue :
2
Database :
OpenAIRE
Journal :
The international journal of biostatistics
Accession number :
edsair.doi.dedup.....e86eb3938f8a0f4f271978fe20c37cb4