synthesis

Synthetic data generator: Variable selection, Regression, and Classification and Clustering problem generation.

Requirements

Dependencies:
  stats, MASS

Suggest:
  testthat, devtools

Installation

You can install the package via devtools from GitHub with:

devtools::install_github("zejiang-unsw/synthesis")

Citation

Jiang, Z., Sharma, A., & Johnson, F. (2020). Refining Predictor Spectral Representation Using Wavelet Theory for Improved Natural System Modeling. Water Resources Research, 56(3), e2019WR026962. doi:https://doi.org/10.1029/2019WR026962

Galelli, S., et al. (2014). “An evaluation framework for input variable selection algorithms for environmental data-driven models.” Environmental Modelling and Software 62: 33-51.

Sharma, A. (2000). “Seasonal to interannual rainfall probabilistic forecasts for improved water supply management: Part 1 - A strategy for system predictor identification.” Journal of Hydrology 239(1): 232-239.