Class MeanSquaredLogarithmicErrorMetric

java.lang.Object
org.elasticsearch.client.ml.dataframe.evaluation.regression.MeanSquaredLogarithmicErrorMetric
All Implemented Interfaces:
EvaluationMetric, org.elasticsearch.common.xcontent.ToXContent, org.elasticsearch.common.xcontent.ToXContentObject

public class MeanSquaredLogarithmicErrorMetric
extends java.lang.Object
implements EvaluationMetric
Calculates the mean squared error between two known numerical fields. equation: msle = 1/n * Σ(log(y + offset) - log(y´ + offset))^2 where offset is used to make sure the argument to log function is always positive
  • Nested Class Summary

    Nested Classes
    Modifier and Type Class Description
    static class  MeanSquaredLogarithmicErrorMetric.Result  

    Nested classes/interfaces inherited from interface org.elasticsearch.common.xcontent.ToXContent

    org.elasticsearch.common.xcontent.ToXContent.DelegatingMapParams, org.elasticsearch.common.xcontent.ToXContent.MapParams, org.elasticsearch.common.xcontent.ToXContent.Params
  • Field Summary

    Fields
    Modifier and Type Field Description
    static java.lang.String NAME  
    static org.elasticsearch.common.ParseField OFFSET  

    Fields inherited from interface org.elasticsearch.common.xcontent.ToXContent

    EMPTY_PARAMS
  • Constructor Summary

    Constructors
    Constructor Description
    MeanSquaredLogarithmicErrorMetric​(java.lang.Double offset)  
  • Method Summary

    Modifier and Type Method Description
    boolean equals​(java.lang.Object o)  
    static MeanSquaredLogarithmicErrorMetric fromXContent​(org.elasticsearch.common.xcontent.XContentParser parser)  
    java.lang.String getName()
    Returns the name of the metric
    int hashCode()  
    org.elasticsearch.common.xcontent.XContentBuilder toXContent​(org.elasticsearch.common.xcontent.XContentBuilder builder, org.elasticsearch.common.xcontent.ToXContent.Params params)  

    Methods inherited from class java.lang.Object

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

    Methods inherited from interface org.elasticsearch.common.xcontent.ToXContentObject

    isFragment
  • Field Details

    • NAME

      public static final java.lang.String NAME
    • OFFSET

      public static final org.elasticsearch.common.ParseField OFFSET
  • Constructor Details

    • MeanSquaredLogarithmicErrorMetric

      public MeanSquaredLogarithmicErrorMetric​(@Nullable java.lang.Double offset)
  • Method Details

    • fromXContent

      public static MeanSquaredLogarithmicErrorMetric fromXContent​(org.elasticsearch.common.xcontent.XContentParser parser)
    • getName

      public java.lang.String getName()
      Description copied from interface: EvaluationMetric
      Returns the name of the metric
      Specified by:
      getName in interface EvaluationMetric
    • toXContent

      public org.elasticsearch.common.xcontent.XContentBuilder toXContent​(org.elasticsearch.common.xcontent.XContentBuilder builder, org.elasticsearch.common.xcontent.ToXContent.Params params) throws java.io.IOException
      Specified by:
      toXContent in interface org.elasticsearch.common.xcontent.ToXContent
      Throws:
      java.io.IOException
    • equals

      public boolean equals​(java.lang.Object o)
      Overrides:
      equals in class java.lang.Object
    • hashCode

      public int hashCode()
      Overrides:
      hashCode in class java.lang.Object