Estimation of Soil Organic Carbon Content in Coastal Wetlands with Measured VIS-NIR Spectroscopy Using Optimized Support Vector Machines and Random Forests.
Jingru SongJunhai GaoYongbin ZhangFuping LiWeidong ManMingyue LiuJinhua WangMengqian LiHao ZhengXiaowu YangChunjing LiPublished in: Remote. Sens. (2022)
Keyphrases
- random forests
- logistic regression
- vis nir
- support vector
- random forest
- learning machines
- least squares support vector machine
- decision trees
- spectral data
- ls svm
- machine learning algorithms
- ensemble methods
- decision tree ensembles
- parameter estimation
- support vector machine
- infrared
- cross validation
- depth images
- training data
- learning algorithm
- genetic algorithm
- svm classifier
- loss function
- knn
- classification accuracy
- partial least squares
- image processing