The TranRegression companion object provides transformation and inverse transformation function based on the parameter 'lambda'. It support the family of Box-Cox transformations.
Attributes
- Companion
- class
- Graph
-
- Supertypes
-
class Objecttrait Matchableclass Any
- Self type
-
TranRegression.type
Members list
Value members
Concrete methods
Create a TranRegression object that uses a Box-Cox transformation. To change 'lambda' from its default value, call 'set_lambda' first.
Create a TranRegression object that uses a Box-Cox transformation. To change 'lambda' from its default value, call 'set_lambda' first.
Value parameters
- fname
-
the feature/variable names (defaults to null)
- hparam
-
the hyper-parameters (defualts to Regression.hp)
- x
-
the data/input matrix
- y
-
the response/output vector
Attributes
Create a TranRegression with automatic rescaling from a combined data matrix.
Create a TranRegression with automatic rescaling from a combined data matrix.
Value parameters
- bounds
-
the bounds for rescaling
- fname
-
the feature/variable names
- hparam
-
the hyper-parameters
- itran
-
the inverse transformation function to rescale predictions to original y scale
- tran
-
the transformation function (defaults to log)
- xy
-
the combined data/input and response/output matrix
Attributes
Create a TranRegression with automatic rescaling from a data matrix and response vector.
Create a TranRegression with automatic rescaling from a data matrix and response vector.
Value parameters
- bounds
-
the bounds for rescaling
- fname
-
the feature/variable names
- hparam
-
the hyper-parameters
- itran
-
the inverse transformation function to rescale predictions to original y scale
- tran
-
the transformation function (defaults to log)
- x
-
the data/input matrix
- y
-
the response/output vector
Attributes
Transform y using the Box-Cox transformation.
Transform y using the Box-Cox transformation.
Value parameters
- y
-
the value to be transformed
Attributes
Inverse transform z using the Box-Cox transformation.
Inverse transform z using the Box-Cox transformation.
Value parameters
- z
-
the value to be inverse transformed
Attributes
Set the value for the 'lambda' parameter. Must be called before Box-Cox 'apply' method.
Set the value for the 'lambda' parameter. Must be called before Box-Cox 'apply' method.
Value parameters
- lambda_
-
the new value for the 'lambda' parameter