ciu.meta.result.new {ciu}

CIU meta-result object

Description

Create object of class ciu.meta.result, which stores results of CIU calculations together with their "meta-data". The ciu.meta.explain() method returns a ciu.meta.result object.

Usage

ciu.meta.result.new(
  ciu,
  instance,
  ciuvals,
  ind.inputs = NULL,
  inp.names = NULL,
  in.min.max.limits = NULL,
  n.samples = NULL,
  target.concept = NULL,
  target.ciu = NULL
)

Arguments

ciu

ciu object as created with ciu function (not to be confused with CIU object as created by ciu.new).

instance

Input values for the instance to explain. Should be a data.frame even though a vector or matrix might work too if input names and other needed metadata can be deduced from the dataset or other parameters given to ciu.new.

ciuvals

List of ciu.result objects, one per input feature.

ind.inputs

Indices of input features to explain (the set i in CIU formulae)

inp.names

Names of the input features.

in.min.max.limits

data.frame or matrix with one row per output and two columns, where the first column indicates the minimal value and the second column the maximal value for that output. ONLY NEEDED HERE IF not given as parameter to ciu.new or if the limits are different for this specific instance than the default ones.

n.samples

How many instances to generate for estimating CI and CU. For inputs of type factor, all possible combinations of input values are generated, so this parameter only influences how many instances are (at least) generated for continuous-valued inputs.

target.concept

If provided, then calculate CIU of inputs ind.inputs.to.explain relative to the given concept rather than relative to the actual output(s). ind.inputs.to.explain should normally be a subset (or all) of the inputs that target.concept consists of, even though that not required by the CIU calculation. If a target.ciu is provided, then the target.concept doesn't have to be included in the vocabulary gives as parameter to ciu.new (at least for the moment).

target.ciu

ciu.result object previously calculated for target.concept. If a target.concept is provided but target.ciu=NULL, then target.ciu is estimated by a call to ciu.explain with the n.samples value given as a parameter to this call. It may be useful to provide target.ciu if it should be estimated using some other (typically greater) value for n.samples than the default one, or if it has already been calculated for some reason.

Value

An object of class ciu.meta.result, which is a list with same elements as the given parameters.

Author(s)

Kary Främling