Not seeing the forest for the trees: Generalised linear model out-performs random forest in species distribution modelling for Southeast Asian felids.
Luca ChiaveriniDavid W. MacdonaldAndrew J. HearnZaneta KasztaEric AshHelen M. BothwellÖzgün Emre CanPhan ChannaGopalasamy R. ClementsIding Achmad HaidirPyae Phyoe KyawJonathan H. MooreAkchousanh RasphoneCedric Kai Wei TanSamuel A. CushmanPublished in: Ecol. Informatics (2023)
Keyphrases
- random forest
- linear model
- decision trees
- regression trees
- random forests
- least squares
- regression model
- linear models
- feature set
- phylogenetic trees
- feature importance
- ensemble methods
- fold cross validation
- multi label
- nonlinear models
- additive model
- base classifiers
- ensemble learning
- linear transformations
- naive bayes
- image processing
- training data
- ensemble classifier
- machine learning algorithms
- genetic algorithm
- decision tree learning algorithms