org.apache.spark.mllib.feature

Class StandardScalerModel

java.lang.Object

org.apache.spark.mllib.feature.StandardScalerModel

All Implemented Interfaces:

java.io.Serializable, VectorTransformer

public class StandardScalerModel
extends java.lang.Object
implements VectorTransformer

Represents a StandardScaler model that can transform vectors.

param: std column standard deviation values param: mean column mean values param: withStd whether to scale the data to have unit standard deviation param: withMean whether to center the data before scaling

See Also:

Serialized Form

Constructor Summary

Constructors

Constructor and Description
StandardScalerModel(Vector std)
StandardScalerModel(Vector std, Vector mean)
StandardScalerModel(Vector std, Vector mean, boolean withStd, boolean withMean)

Method Summary

Methods

Modifier and Type	Method and Description
Vector	mean()
StandardScalerModel	setWithMean(boolean withMean)
StandardScalerModel	setWithStd(boolean withStd)
Vector	std()
Vector	transform(Vector vector) Applies standardization transformation on a vector.
boolean	withMean()
boolean	withStd()

Methods inherited from class java.lang.Object

clone, equals, finalize, getClass, hashCode, notify, notifyAll, toString, wait, wait, wait

Methods inherited from interface org.apache.spark.mllib.feature.VectorTransformer

transform, transform

Constructor Detail

StandardScalerModel

public StandardScalerModel(Vector std,
                   Vector mean,
                   boolean withStd,
                   boolean withMean)

StandardScalerModel

public StandardScalerModel(Vector std,
                   Vector mean)

Parameters:

std - (undocumented)

mean - (undocumented)

StandardScalerModel

public StandardScalerModel(Vector std)

Method Detail

std

public Vector std()

mean

public Vector mean()

withStd

public boolean withStd()

withMean

public boolean withMean()

setWithMean

public StandardScalerModel setWithMean(boolean withMean)

setWithStd

public StandardScalerModel setWithStd(boolean withStd)

transform

public Vector transform(Vector vector)

Applies standardization transformation on a vector.

Specified by:

transform in interface VectorTransformer

Parameters:

vector - Vector to be standardized.

Returns:

Standardized vector. If the std of a column is zero, it will return default 0.0 for the column with zero std.