water.api

Class AUCBase<I extends AUCData,S extends AUCBase<I,S>>

java.lang.Object

water.Iced

water.api.Schema<I,S>

water.api.AUCBase<I,S>

All Implemented Interfaces:

java.io.Externalizable, java.io.Serializable, java.lang.Cloneable, Freezable

Direct Known Subclasses:

AUCV3

public class AUCBase<I extends AUCData,S extends AUCBase<I,S>>
extends Schema<I,S>

See Also:

Serialized Form

Nested Class Summary

Nested classes/interfaces inherited from class water.api.Schema

Schema.Meta

Field Summary

Fields

Modifier and Type	Field and Description
float[]	accuracy
float[]	accuracy_for_criteria
java.lang.String[]	actual_domain
double	AUC
long[][][]	confusion_matrices
long[][][]	confusion_matrix_for_criteria
float[]	error_for_criteria
float[]	errorr
float[]	F0point5
float[]	F0point5_for_criteria
float[]	F1
float[]	F1_for_criteria
float[]	F2
float[]	F2_for_criteria
double	Gini
float[]	max_per_class_error
float[]	max_per_class_error_for_criteria
float[]	mcc
float[]	mcc_for_criteria
float[]	precision
float[]	precision_for_criteria
float[]	recall
float[]	recall_for_criteria
float[]	specificity
float[]	specificity_for_criteria
java.lang.String[]	threshold_criteria
AUC.ThresholdCriterion	threshold_criterion
float[]	threshold_for_criteria
float[]	thresholds

Fields inherited from class water.api.Schema

__meta, _impl_class, _version_pattern

Constructor Summary

Constructors

Constructor and Description
AUCBase()

Method Summary

Methods inherited from class water.api.Schema

acceptsFrame, createAndFillImpl, createImpl, extractVersion, fillFromImpl, fillFromParms, fillImpl, getHighestSupportedVersion, getImplClass, getImplClass, getLatestVersion, getSchemaVersion, markdown, markdown, markdown, markdown, newInstance, register, registerAllSchemasIfNecessary, schema, schema, schema, schema, schema, schemaClass, schemaClass, schemaClass, schemaClass, schemas

Methods inherited from class water.Iced

clone, frozenType, read_impl, read, readExternal, readJSON_impl, readJSON, toJsonString, write_impl, write, writeExternal, writeHTML_impl, writeHTML, writeJSON_impl, writeJSON

Methods inherited from class java.lang.Object

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

Field Detail

thresholds

@API(help="Thresholds (optional, e.g. 0:1:0.01 or 0.0,0.2,0.4,0.6,0.8,1.0).",
     direction=OUTPUT)
public float[] thresholds

threshold_criterion

@API(help="Threshold criterion",
     values={"maximum_F1","maximum_F2","maximum_F0point5","maximum_Accuracy","maximum_Precision","maximum_Recall","maximum_Specificity","maximum_absolute_MCC","minimizing_max_per_class_Error"},
     direction=OUTPUT)
public AUC.ThresholdCriterion threshold_criterion

actual_domain

@API(help="domain of the actual response",
     direction=OUTPUT)
public java.lang.String[] actual_domain

AUC

@API(help="AUC (ROC)",
     direction=OUTPUT)
public double AUC

Gini

@API(help="Gini",
     direction=OUTPUT)
public double Gini

confusion_matrices

@API(help="Confusion Matrices for all thresholds",
     direction=OUTPUT)
public long[][][] confusion_matrices

F1

@API(help="F1 for all thresholds",
     direction=OUTPUT)
public float[] F1

F2

@API(help="F2 for all thresholds",
     direction=OUTPUT)
public float[] F2

F0point5

@API(help="F0point5 for all thresholds",
     direction=OUTPUT)
public float[] F0point5

accuracy

@API(help="Accuracy for all thresholds",
     direction=OUTPUT)
public float[] accuracy

errorr

@API(help="Error for all thresholds",
     direction=OUTPUT)
public float[] errorr

precision

@API(help="Precision for all thresholds",
     direction=OUTPUT)
public float[] precision

recall

@API(help="Recall for all thresholds",
     direction=OUTPUT)
public float[] recall

specificity

@API(help="Specificity for all thresholds",
     direction=OUTPUT)
public float[] specificity

mcc

@API(help="MCC for all thresholds",
     direction=OUTPUT)
public float[] mcc

max_per_class_error

@API(help="Max per class error for all thresholds",
     direction=OUTPUT)
public float[] max_per_class_error

threshold_criteria

@API(help="Threshold criteria",
     direction=OUTPUT)
public java.lang.String[] threshold_criteria

threshold_for_criteria

@API(help="Optimal thresholds for criteria",
     direction=OUTPUT)
public float[] threshold_for_criteria

F1_for_criteria

@API(help="F1 for threshold criteria",
     direction=OUTPUT)
public float[] F1_for_criteria

F2_for_criteria

@API(help="F2 for threshold criteria",
     direction=OUTPUT)
public float[] F2_for_criteria

F0point5_for_criteria

@API(help="F0point5 for threshold criteria",
     direction=OUTPUT)
public float[] F0point5_for_criteria

accuracy_for_criteria

@API(help="Accuracy for threshold criteria",
     direction=OUTPUT)
public float[] accuracy_for_criteria

error_for_criteria

@API(help="Error for threshold criteria",
     direction=OUTPUT)
public float[] error_for_criteria

precision_for_criteria

@API(help="Precision for threshold criteria",
     direction=OUTPUT)
public float[] precision_for_criteria

recall_for_criteria

@API(help="Recall for threshold criteria",
     direction=OUTPUT)
public float[] recall_for_criteria

specificity_for_criteria

@API(help="Specificity for threshold criteria",
     direction=OUTPUT)
public float[] specificity_for_criteria

mcc_for_criteria

@API(help="MCC for threshold criteria",
     direction=OUTPUT)
public float[] mcc_for_criteria

max_per_class_error_for_criteria

@API(help="Maximum per class Error for threshold criteria",
     direction=OUTPUT)
public float[] max_per_class_error_for_criteria

confusion_matrix_for_criteria

@API(help="Confusion Matrices for threshold criteria",
     direction=OUTPUT)
public long[][][] confusion_matrix_for_criteria

Constructor Detail

AUCBase

public AUCBase()