Table 6. Advantages and Disadvantages of Mathematical Modeling and Data-Driven Modelinga.
mathematical modeling (section 8.2.2) | data-driven modeling (section 8.2.1) |
---|---|
provides a mechanistic relation between inputs and outputs | provides a statistical relationship between inputs and outputs |
capable of handling small (dedicated) data sets | requires large (HTS) data sets |
upon validation, the model can be used as a predictive tool for difficult or costly to perform experiments | upon validation, the model can only make predictions related to existing patterns in the supplied data |
deductive | inductive |
Adapted from ref (989).