Corn Grain Yield Prediction Using UAV-Based High Spatiotemporal Resolution Imagery, Machine Learning, and Spatial Cross-Validation.
Patrick KilleenIluju KiringaTet Hin YeapPaula BrancoPublished in: Remote. Sens. (2024)
Keyphrases
- cross validation
- model selection
- machine learning
- spatial and temporal
- high resolution
- variable selection
- support vector
- prediction accuracy
- cross validated
- hyperparameters
- training set
- space time
- generalization error
- error estimates
- regression problems
- machine learning algorithms
- regularization parameter
- feature selection
- roc analysis
- supervised learning
- nearest neighbor classifiers
- machine learning methods
- neural network
- active learning
- data mining
- prediction model
- learning problems
- gaussian process
- meta learning
- spatial data
- regression model
- error estimation
- information criterion
- feature extraction