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A Fast and Robust Way to Estimate Overlap of Niches, and Draw Inference
- 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.
- Subjects :
- 0106 biological sciences
Statistics and Probability
Theoretical computer science
Models, Statistical
Computer science
010604 marine biology & hydrobiology
Niche
Nonparametric statistics
Probabilistic logic
Estimator
Inference
General Medicine
Biostatistics
010603 evolutionary biology
01 natural sciences
Models, Biological
Quantitative ecology
Interpretation (model theory)
Sampling distribution
Data Interpretation, Statistical
Animals
Finches
Statistics, Probability and Uncertainty
Ecosystem
Subjects
Details
- ISSN :
- 15574679
- Volume :
- 14
- Issue :
- 2
- Database :
- OpenAIRE
- Journal :
- The international journal of biostatistics
- Accession number :
- edsair.doi.dedup.....e86eb3938f8a0f4f271978fe20c37cb4