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
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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
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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
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Constructor Summary
Constructors Constructor Description MeanSquaredLogarithmicErrorMetric(java.lang.Double offset)
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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 metricint
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
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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:EvaluationMetric
Returns the name of the metric- Specified by:
getName
in 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:
toXContent
in interfaceorg.elasticsearch.common.xcontent.ToXContent
- Throws:
java.io.IOException
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equals
public boolean equals(java.lang.Object o)- Overrides:
equals
in classjava.lang.Object
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hashCode
public int hashCode()- Overrides:
hashCode
in classjava.lang.Object
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