{"title":"Spatial occupancy models for data collected on stream networks","authors":"Olivier Gimenez","doi":"arxiv-2409.10017","DOIUrl":null,"url":null,"abstract":"To effectively monitor biodiversity in streams and rivers, we need to\nquantify species distribution accurately. Occupancy models are useful for\ndistinguishing between the non-detection of a species and its actual absence.\nWhile these models can account for spatial autocorrelation, they are not suited\nfor streams and rivers due to their unique network spatial structure. Here, I\npropose spatial occupancy models specifically designed for data collected on\nstream and river networks. I present the statistical developments and\nillustrate their application using data on a semi-aquatic mammal. Overall,\nspatial stream network occupancy models offer a robust method for assessing\nbiodiversity in freshwater ecosystems.","PeriodicalId":501172,"journal":{"name":"arXiv - STAT - Applications","volume":"53 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-09-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - STAT - Applications","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2409.10017","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
To effectively monitor biodiversity in streams and rivers, we need to
quantify species distribution accurately. Occupancy models are useful for
distinguishing between the non-detection of a species and its actual absence.
While these models can account for spatial autocorrelation, they are not suited
for streams and rivers due to their unique network spatial structure. Here, I
propose spatial occupancy models specifically designed for data collected on
stream and river networks. I present the statistical developments and
illustrate their application using data on a semi-aquatic mammal. Overall,
spatial stream network occupancy models offer a robust method for assessing
biodiversity in freshwater ecosystems.