Random Forests with Bagging and Genetic Algorithms Coupled with Least Trimmed Squares Regression for Soil Moisture Deficit Using SMOS Satellite Soil Moisture.
Prashant K. SrivastavaGeorge P. PetropoulosRajendra PrasadDimitrios P. TriantakonstantisPublished in: ISPRS Int. J. Geo Inf. (2021)
Keyphrases
- soil moisture
- random forests
- regression problems
- random forest
- genetic algorithm
- ensemble methods
- regression trees
- tree ensembles
- classification and regression trees
- regression forests
- base learners
- logistic regression
- decision trees
- synthetic aperture radar
- decision tree ensembles
- natural environment
- machine learning algorithms
- hyperspectral images
- regression model
- randomized trees
- neural network
- linear regression
- optimization method
- remote sensing
- base classifiers
- genetic programming
- hough transform
- artificial neural networks
- feature set
- fitness function
- naive bayes