flexsdm R package - Tools for Data Preparation, Fitting, Prediction, Evaluation, and Post-Processing of Species Distribution Models
The package includes algorithms for presence-background (Maxent) and presence-absence (GAM, GLM, GBM, SVM, RF, ANN). Moreover, it contains functions for sampling bias correction, sampling pseudoabsences and background points, data partitioning, and reducing collinearity in predictors; fitting and evaluating models, ensembles of small models and ensemble models; models’ predictions, interpolation and overprediction correction.
Default
Identification
- Date ( Publication )
- 2022
- Status
- Completed
- Version
- 1.3.3
- Keywords
- SDM
- Keywords
- species distribution modelling
- Keywords
- presence-background
- Keywords
- presence-absence
- Keywords
- data quality
- Keywords
- model evaluation
- Keywords
- model prediction
- Keywords
- R
- Access constraints
- License
- Use limitation
- https://cran.r-project.org/web/licenses/GPL-3
- OnLine resource
- Development site ( 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 computation
- Service Language
- eng
- Service TRL
- TRL 9 – Actual system proven in operational environment