degree: Parameters for exponents

In dials: Tools for Creating Tuning Parameter Values

Parameters for exponents

Description

These parameters help model cases where an exponent is of interest (e.g. degree() or spline_degree()) or a product is used (e.g. prod_degree).

Usage

degree(range = c(1, 3), trans = NULL)

degree_int(range = c(1L, 3L), trans = NULL)

spline_degree(range = c(1L, 10L), trans = NULL)

prod_degree(range = c(1L, 2L), trans = NULL)

Arguments

range	A two-element vector holding the defaults for the smallest and largest possible values, respectively. If a transformation is specified, these values should be in the transformed units.
trans	A trans object from the scales package, such as scales::transform_log10() or scales::transform_reciprocal(). If not provided, the default is used which matches the units used in range. If no transformation, NULL.

Details

degree() is helpful for parameters that are real number exponents (e.g. x^degree) whereas degree_int() is for cases where the exponent should be an integer.

The difference between degree_int() and spline_degree() is the default ranges (which is based on the context of how/where they are used).

prod_degree() is used by parsnip::mars() for the number of terms in interactions (and generates an integer).

Examples

degree()
degree_int()
spline_degree()
prod_degree()

dials documentation built on Sept. 11, 2024, 8:25 p.m.