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itsdm R package - Isolation Forest-Based Presence-Only Species Distribution Modeling

A collection of R functions to do purely presence-only species distribution modeling with isolation forest (iForest) and its variations such as Extended isolation forest and SCiForest.

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Date ( Publication)
2023-06-11
Status
Completed
Author
  - Lei Song

Custodian
  - Lyndon Estes

Keywords

modelling

Keywords

biogeography

Keywords

SDM

Keywords

species distribution modelling

Keywords

presence-only data

Keywords

iForest

Keywords

SCiForest

Keywords

R

Access constraints
License
Use limitation

https://cran.r-project.org/web/licenses/MIT

OnLine resource
CRAN link (

WWW:LINK-1.0-http--link

)
Required Services

R (≥ 3.5.0)

Topic Category
Species distribution
Service Category

data collection and preparation

Service Category

model calculation

Service Category

data processing

Service Category

modelling

Service Language
eng
Service TRL
TRL 9 – Actual system proven in operational environment
Service User Manual

https://cran.r-project.org/web/packages/itsdm/itsdm.pdf

Metadata

File identifier
28ac9b52-df94-49c4-af5b-7b0a0d19ccb8 XML
Metadata language
en
Hierarchy level
Service
Metadata Schema Version

0.2.1

 
 

Overviews

overview
sdmpredictors.jpg

Spatial extent

Keywords



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