Class MeanSquaredLogarithmicErrorMetric
java.lang.Object
org.elasticsearch.client.ml.dataframe.evaluation.regression.MeanSquaredLogarithmicErrorMetric
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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
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Nested Class Summary
Nested Classes Modifier and Type Class Description static classMeanSquaredLogarithmicErrorMetric.ResultNested 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.StringNAMEstatic org.elasticsearch.common.ParseFieldOFFSETFields 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 booleanequals(java.lang.Object o)static MeanSquaredLogarithmicErrorMetricfromXContent(org.elasticsearch.common.xcontent.XContentParser parser)java.lang.StringgetName()Returns the name of the metricinthashCode()org.elasticsearch.common.xcontent.XContentBuildertoXContent(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, waitMethods inherited from interface org.elasticsearch.common.xcontent.ToXContentObject
isFragment
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Field Details
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NAME
public static final java.lang.String NAME -
OFFSET
public static final org.elasticsearch.common.ParseField OFFSET
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Constructor Details
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MeanSquaredLogarithmicErrorMetric
public MeanSquaredLogarithmicErrorMetric(@Nullable java.lang.Double offset)
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Method Details
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fromXContent
public static MeanSquaredLogarithmicErrorMetric fromXContent(org.elasticsearch.common.xcontent.XContentParser parser) -
getName
public java.lang.String getName()Description copied from interface:EvaluationMetricReturns the name of the metric- Specified by:
getNamein interfaceEvaluationMetric
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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:
toXContentin interfaceorg.elasticsearch.common.xcontent.ToXContent- Throws:
java.io.IOException
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equals
public boolean equals(java.lang.Object o)- Overrides:
equalsin classjava.lang.Object
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hashCode
public int hashCode()- Overrides:
hashCodein classjava.lang.Object
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