I have satellite data that provides radiance which I use to compute the Flux (using surface and cloud info). Now using a regression method, I can develop a mathematical model directly relating radiance and flux and can be used to predict the flux for new radiance values.
Is it possible to do same using decision trees or regression trees? In a regression there is mathematical equation connecting dependent and independent variable? Using decision trees, how could you develop such a model?