Other packages > Find by keyword >

bean  

Data Thinning of Species Occurrences in Environmental Space
View on CRAN: Click here


Download and install bean package within the R console
Install from CRAN:
install.packages("bean")

Install from Github:
library("remotes")
install_github("cran/bean")

Install by package version:
library("remotes")
install_version("bean", "0.2.0")



Attach the package and use:
library("bean")
Maintained by
Paanwaris Paansri
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2026-05-30
Latest Update: 2026-05-30
Description:
A suite of tools to mitigate sampling bias in species occurrence records by thinning data in the environmental space (E-space). This process can improve the accuracy and precision of species distribution models (SDM, also known as ecological niche models, ENM). The package offers a data-driven protocol to determine thinning parameters using kernel-density bandwidth selection. Two thinning methods are provided (stochastic and deterministic) to reduce over-sampled environmental conditions and down-weight outlier observations. The name 'bean' reflects the core principle of the method: each 'pod' (a grid cell in E-space) is allowed to contain only a limited number of 'beans' (occurrence points). See Silverman (1986, ISBN:978-0-412-24620-3) and Rousseeuw and Leroy (2003, ISBN:978-0-471-48855-2) for the underlying statistical methods.
How to cite:
Paanwaris Paansri (2026). bean: Data Thinning of Species Occurrences in Environmental Space. R package version 0.2.0, https://cran.r-project.org/web/packages/bean. Accessed 26 Aug. 2026.
Previous versions and publish date:
(2026-07-09 07:21), 0.2.0 (2026-05-30 15:50), 0.2.1 (2026-06-08 20:20)
Other packages that cited bean R package
View bean citation profile
Other R packages that bean depends, imports, suggests or enhances
Complete documentation for bean
Functions, R codes and Examples using the bean R package
Full bean package functions and examples
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

leafgl  
High-Performance 'WebGl' Rendering for Package 'leaflet'
Provides bindings to the 'Leaflet.glify' JavaScript library which extends the 'leaflet' JavaScript l ...
Download / Learn more Package Citations See dependency  
PCADSC  
Tools for Principal Component Analysis-Based Data Structure Comparisons
A suite of non-parametric, visual tools for assessing differences in data structures for two datase ...
Download / Learn more Package Citations See dependency  
nextGenShinyApps  
Craft Exceptional 'R Shiny' Applications and Dashboards with Novel Responsive Tools
Nove responsive tools for designing and developing 'Shiny' dashboards and applications. The scripts ...
Download / Learn more Package Citations See dependency  
RCytoGPS  
Using Cytogenetics Data in R
Defines classes and methods to process text-based cytogenetics using the CytoGPS web site, then imp ...
Download / Learn more Package Citations See dependency  
SelvarMix  
Regularization for Variable Selection in Model-Based Clustering and Discriminant Analysis
Performs a regularization approach to variable selection in themodel-based clustering and classifica ...
Download / Learn more Package Citations See dependency  
clinUtils  
General Utility Functions for Analysis of Clinical Data
Utility functions to facilitate the import, the reporting and analysis of clinical data. Example ...
Download / Learn more Package Citations See dependency  

28,332

R Packages

239,283

Dependencies

75,113

Author Associations

28,333

Publication Badges

© Copyright since 2022. All right reserved, rpkg.net.  Based in Cambridge, Massachusetts, USA