Package smile.datasets

Record Class GaussianMixture

java.lang.Object
java.lang.Record
smile.datasets.GaussianMixture
Record Components:
x - the sample data.
y - the class label.
public record GaussianMixture(double[][] x, int[] y) extends Record
Synthetic Gaussian mixture dataset. This dataset is generated by drawing 10000 samples from four 3-dimensional Gaussian distributions.

  • Constructor Summary

    Constructors
    Constructor
    Description
    GaussianMixture(double[][] x, int[] y)
    Creates an instance of a GaussianMixture record class.

  • Method Summary

    Modifier and Type
    Method
    Description
    final boolean
    equals(Object o)
    Indicates whether some other object is "equal to" this one.
    static GaussianMixture
    generate()
    Generates 10000 samples from four 3-dimensional Gaussian distributions.
    final int
    hashCode()
    Returns a hash code value for this object.
    final String
    toString()
    Returns a string representation of this record class.
    double[][]
    x()
    Returns the value of the x record component.
    int[]
    y()
    Returns the value of the y record component.

    Methods inherited from class java.lang.Object

    clone, finalize, getClass, notify, notifyAll, wait, wait, wait

  • Constructor Details

    • GaussianMixture

      public GaussianMixture(double[][] x, int[] y)
      Creates an instance of a GaussianMixture record class.
      Parameters:
      x - the value for the x record component
      y - the value for the y record component

  • Method Details

    • generate

      public static GaussianMixture generate()
      Generates 10000 samples from four 3-dimensional Gaussian distributions.

    • toString

      public final String toString()
      Returns a string representation of this record class. The representation contains the name of the class, followed by the name and value of each of the record components.
      Specified by:
      toString in class Record
      Returns:
      a string representation of this object

    • hashCode

      public final int hashCode()
      Returns a hash code value for this object. The value is derived from the hash code of each of the record components.
      Specified by:
      hashCode in class Record
      Returns:
      a hash code value for this object

    • equals

      public final boolean equals(Object o)
      Indicates whether some other object is "equal to" this one. The objects are equal if the other object is of the same class and if all the record components are equal. All components in this record class are compared with Objects::equals(Object,Object).
      Specified by:
      equals in class Record
      Parameters:
      o - the object with which to compare
      Returns:
      true if this object is the same as the o argument; false otherwise.

    • x

      public double[][] x()
      Returns the value of the x record component.
      Returns:
      the value of the x record component

    • y

      public int[] y()
      Returns the value of the y record component.
      Returns:
      the value of the y record component