case class ICENumericFeature(name: String, numSplits: Option[Int] = None, rangeMin: Option[Double] = None, rangeMax: Option[Double] = None, outputColName: Option[String] = None) extends ICEFeature with Product with Serializable
Represents a single numeric feature to be explained by ICE explainer.
- name
The name of the numeric feature.
- numSplits
The number of splits for the value range for the numeric feature. Default: 10.0
- rangeMin
Specifies the min value of the range for the numeric feature. If not specified, it will be computed from the background dataset.
- rangeMax
Specifies the max value of the range for the numeric feature. If not specified, it will be computed from the background dataset.
- outputColName
The name for output column with explanations for the feature. Default: input name of the feature + "_dependence"
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ICENumericFeature(name: String, numSplits: Option[Int] = None, rangeMin: Option[Double] = None, rangeMax: Option[Double] = None, outputColName: Option[String] = None)
- name
The name of the numeric feature.
- numSplits
The number of splits for the value range for the numeric feature. Default: 10.0
- rangeMin
Specifies the min value of the range for the numeric feature. If not specified, it will be computed from the background dataset.
- rangeMax
Specifies the max value of the range for the numeric feature. If not specified, it will be computed from the background dataset.
- outputColName
The name for output column with explanations for the feature. Default: input name of the feature + "_dependence"
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- val numSplits: Option[Int]
- val outputColName: Option[String]
- val rangeMax: Option[Double]
- val rangeMin: Option[Double]
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