Generate features from a list of environmental variable vectors

Generates all configured feature types (linear, quadratic, product, threshold, hinge) from the supplied data vectors.

Usage

generate_features(
  data_list,
  feature_types = as.character(c("linear", "quadratic", "product", "threshold",
    "hinge")),
  n_thresholds = 10L,
  n_hinges = 10L
)

Arguments

data_list

Named list of numeric vectors, one per environmental variable

feature_types

Character vector of feature types to generate. Valid values: "linear", "quadratic", "product", "threshold", "hinge". Defaults to all types.

n_thresholds

Number of threshold knots per variable (default: 10)

n_hinges

Number of hinge knots per variable (default: 10)

Value

List of external pointers to Feature objects