Classification and regression with random forests as a standard method for presence-only data SDMs: A future conservation example using China tree species.
Lei ZhangFalk HuettmannShirong LiuPengsen SunZhen YuXudong ZhangChunrong MiPublished in: Ecol. Informatics (2019)
Keyphrases
- classification trees
- random forests
- regression trees
- data sets
- classification accuracy
- regression problems
- test data
- training data
- regression forests
- support vector machine svm
- machine learning methods
- classification algorithm
- training samples
- regression method
- classification and regression trees
- random forest
- logistic regression
- conformal prediction
- data mining
- machine learning algorithms
- model selection
- support vector machine
- pairwise
- similarity measure
- machine learning
- cross validation
- feature subset
- statistical significance
- single pass
- training set
- feature extraction
- learning algorithm