دورية أكاديمية

ntbox: An r package with graphical user interface for modelling and evaluating multidimensional ecological niches

التفاصيل البيبلوغرافية
العنوان: ntbox: An r package with graphical user interface for modelling and evaluating multidimensional ecological niches
المؤلفون: Osorio‐Olvera, Luis, Lira‐Noriega, Andrés, Soberón, Jorge, Peterson, Andrew Townsend, Falconi, Manuel, Contreras‐Díaz, Rusby G., Martínez‐Meyer, Enrique, Barve, Vijay, Barve, Narayani
المساهمون: Qiao, Huijie, National Science Foundation, Consejo Nacional de Ciencia y Tecnología, Universidad Nacional Autónoma de México
المصدر: Methods in Ecology and Evolution ; volume 11, issue 10, page 1199-1206 ; ISSN 2041-210X 2041-210X
بيانات النشر: Wiley
سنة النشر: 2020
المجموعة: Wiley Online Library (Open Access Articles via Crossref)
الوصف: Biodiversity studies rely heavily on estimates of species' distributions often obtained through ecological niche modelling. Numerous software packages exist that allow users to model ecological niches using machine learning and statistical methods. However, no existing package with a graphical user interface allows users to perform model calibration and selection based on convex forms such as ellipsoids, which may match fundamental ecological niche shapes better, incorporating tools for exploring, modelling, and evaluating niches and distributions that are intuitive for both novice and proficient users. Here we describe an r package, N iche T ool B ox ( ntbox ), that allows users to conduct all processing steps involved in ecological niche modelling: downloading and curating occurrence data, obtaining and transforming environmental data layers, selecting environmental variables, exploring relationships between geographic and environmental spaces, calibrating and selecting ellipsoid models, evaluating models using binomial and partial ROC tests, assessing extrapolation risk, and performing geographic information system operations via a graphical user interface. A summary of the entire workflow is produced for use as a stand‐alone algorithm or as part of research reports. The method is explained in detail and tested via modelling the threatened feline species Leopardus wiedii . Georeferenced occurrence data for this species are queried to display both point occurrences and the IUCN extent of occurrence polygon (IUCN, 2007). This information is used to illustrate tools available for accessing, processing and exploring biodiversity data (e.g. number of occurrences and chronology of collecting) and transforming environmental data (e.g. a summary PCA for 19 bioclimatic layers). Visualizations of three‐dimensional ecological niches modelled as minimum volume ellipsoids are developed with ancillary statistics. This niche model is then projected to geographic space, to represent a corresponding potential ...
نوع الوثيقة: article in journal/newspaper
اللغة: English
DOI: 10.1111/2041-210x.13452
DOI: 10.1111/2041-210X.13452
الإتاحة: https://doi.org/10.1111/2041-210x.13452Test
حقوق: http://onlinelibrary.wiley.com/termsAndConditions#amTest ; http://onlinelibrary.wiley.com/termsAndConditions#vorTest
رقم الانضمام: edsbas.9F385B39
قاعدة البيانات: BASE