ExtendedMethod-class: An S4 class representing the extension of a method

In simulator: An Engine for Running Simulations

An S4 class representing the extension of a method

Description

An object of class ExtendedMethod is like a Method except it uses the output of another method in addition to the Model and Draws. We can also form chains of ExtendedMethod's, in which one ExtendedMethod is taken to be the "base_method" of a subsequent ExtendedMethod. This means that the latter ExtendedMethod would use the output of the former ExtendedMethod.

Details

While one can create an ExtendedMethod from scratch, typically it will be cleaner to write a MethodExtension object and then use the addition operator: my_extended_method = my_base_method + my_method_extension. For example, if my_base_method is the lasso, my_method_extension might be cross-validation, and the resulting my_extended_method would be the lasso with tuning parameter chosen by cross-validation. The advantage is that if we have several methods, we only have to write the cross-validation MethodExtension object once.

For an example in which one has a chain of ExtendedMethod's, consider the lasso example in which we have a MethodExtension called, say, refit, which takes the nonzeros from the lasso's output and performs least squares on these selected variables. Let cv be another MethodExtension. Then, refitted_lasso = lasso + refit is an ExtendedMethod and refitted_lasso + cv is as well.

This class inherits from the Component class.

Slots

name

a short name identifier. Must be alphanumeric.

label

a longer, human readable label that can have other characters such as spaces, hyphens, etc.

base_method

a list of length 1 containing the object of class Method or ExtendedMethod that is being extended

extended_method

a function with arguments "model", "draw", "out", and "base_method".

simulator documentation built on Feb. 16, 2023, 9:34 p.m.