SOMPLEX {DSAM} | R Documentation |
'DSAM' - SOMPLEX algorithm
Description
SOMPLEX algorithm is a stochastic algorithm, with details given in Chen et al. (2022) and Zheng et al. (2023)
Usage
SOMPLEX(data, control)
Arguments
data |
The dataset should be matrix or Data.frame. The format should be as follows: Column one is a subscript vector used to mark each data point (each row is considered as a data point); Columns from 2 to N-1 are the input data, and Column N are the output data. |
control |
User-defined parameter list, where each parameter definition refers to the |
Value
Return the training, test and validation subsets. If the original data are required to be split into two subsets, the training and test subsets can be combined into a single calibration subset.
References
Chen, J., Zheng F., May R., Guo D., Gupta H., and Maier H. R.(2022), Improved data splitting methods for data-driven hydrological model development based on a large number of catchment samples, Journal of Hydrology, 613.