Temporal-Spatial Soil Moisture Estimation from CYGNSS Using Machine Learning Regression With a Preclassification Approach.
Yan JiaShuanggen JinHaolin ChenQingyun YanPatrizia SaviYan JinYuan YuanPublished in: IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. (2021)
Keyphrases
- machine learning
- spatial and temporal
- spatio temporal
- soil moisture
- temporal dimension
- model selection
- temporal correlation
- spatial features
- temporal aspects
- space time
- temporal dependencies
- spatio temporal data
- temporal information
- pattern recognition
- learning algorithm
- spatial information
- temporal resolution
- temporal reasoning
- temporal constraints
- classification and regression problems
- feature selection
- regression model
- parameter estimation
- semi parametric
- decision trees
- spatial data
- visual information
- regression problems
- temporal patterns
- high frequency