hex.anovaglm

Class ANOVAGLMModel

java.lang.Object

water.Iced<T>

water.Keyed<T>

water.Lockable<M>

hex.Model<ANOVAGLMModel,ANOVAGLMModel.ANOVAGLMParameters,ANOVAGLMModel.ANOVAGLMModelOutput>

hex.anovaglm.ANOVAGLMModel

All Implemented Interfaces:

java.io.Externalizable, java.io.Serializable, java.lang.Cloneable, water.api.StreamWriter, water.Freezable<ANOVAGLMModel>

public class ANOVAGLMModel
extends hex.Model<ANOVAGLMModel,ANOVAGLMModel.ANOVAGLMParameters,ANOVAGLMModel.ANOVAGLMModelOutput>

See Also:

Serialized Form

Nested Class Summary

Nested Classes

Modifier and Type	Class and Description
static class	ANOVAGLMModel.ANOVAGLMModelOutput
static class	ANOVAGLMModel.ANOVAGLMParameters

Nested classes/interfaces inherited from class hex.Model

hex.Model.AdaptFrameParameters, hex.Model.BigScore, hex.Model.BigScoreChunkPredict, hex.Model.BigScorePredict, hex.Model.Contributions, hex.Model.DeepFeatures, hex.Model.ExemplarMembers, hex.Model.FeatureFrequencies, hex.Model.GetMostImportantFeatures, hex.Model.GetNTrees, hex.Model.GLRMArchetypes, hex.Model.GridSortBy, hex.Model.H2OModelDescriptor, hex.Model.InteractionBuilder, hex.Model.InteractionPair, hex.Model.InteractionSpec, hex.Model.JavaModelStreamWriter, hex.Model.JavaScoringOptions, hex.Model.LeafNodeAssignment, hex.Model.Output, hex.Model.Parameters, hex.Model.PredictScoreResult, hex.Model.RowToTreeAssignment, hex.Model.StagedPredictions, hex.Model.UpdateAuxTreeWeights

Field Summary

Fields inherited from class hex.Model

_dist, _input_parms, _output, _parms, _toDelete, _warnings, _warningsP, EVAL_AUTO_PARAMS_ENABLED, evalAutoParamsEnabled, scoringInfo

Fields inherited from class water.Lockable

_lockers

Fields inherited from class water.Keyed

_key

Constructor Summary

Constructors

Constructor and Description
ANOVAGLMModel(water.Key<ANOVAGLMModel> selfKey, ANOVAGLMModel.ANOVAGLMParameters parms, ANOVAGLMModel.ANOVAGLMModelOutput output)

Method Summary

Modifier and Type	Method and Description
void	fillOutput(java.lang.String[] modelNames, int[] degreeOfFreedom)
water.util.TwoDimTable	generateSummary() The Type III SS calculation, degree of freedom, F-statistics and p-values will be included in the model summary.
hex.ModelMetrics.MetricBuilder	makeMetricBuilder(java.lang.String[] domain)
protected water.Keyed	readAll_impl(water.AutoBuffer ab, water.Futures fs)
protected water.Futures	remove_impl(water.Futures fs, boolean cascade)
water.fvec.Frame	result() Return the ANOVA table as an H2OFrame per seb suggestion
water.fvec.Frame	score(water.fvec.Frame fr, java.lang.String destination_key, water.Job j, boolean computeMetrics, water.udf.CFuncRef customMetricFunc)
protected double[]	score0(double[] data, double[] preds)
protected water.AutoBuffer	writeAll_impl(water.AutoBuffer ab)

Methods inherited from class hex.Model

adaptFrameForScore, adaptTestForJavaScoring, adaptTestForTrain, adaptTestForTrain, adaptTestForTrain, addMetrics, addModelMetrics, addWarning, aic, auc, AUCPR, checksum_impl, classification_error, compareTo, computeDeviances, containsResponse, data, defaultThreshold, defaultThreshold, deleteCrossValidationFoldAssignment, deleteCrossValidationModels, deleteCrossValidationPreds, deviance, deviance, evaluateAutoModelParameters, exportBinaryModel, exportMojo, fetchAll, fillScoringInfo, getDefaultGridSortBy, getGenModelEncoding, getMojo, getPojoInterfaces, getToEigenVec, haveMojo, havePojo, importBinaryModel, initActualParamValues, isDistributionHuber, isFeatureUsedInPredict, isFeatureUsedInPredict, isGeneric, isSupervised, last_scored, lift_top_group, likelihood, logloss, loss, mae, makeAdaptFrameParameters, makeBigScoreTask, makeInteraction, makeInteractions, makeInteractions, makePojoWriter, makeSchema, makeScoringDomains, makeScoringNames, makeScoringNames, mean_per_class_error, modelDescriptor, mse, needsPostProcess, postProcessPredictions, predictScoreImpl, r2, resetThreshold, rmsle, score, score, score, score, score, score, score, score0, score0, score0, score0PostProcessSupervised, scoreMetrics, scoring_history, scoringDomains, setInputParms, setupBigScorePredict, testJavaScoring, testJavaScoring, testJavaScoring, testJavaScoring, testJavaScoring, toJava, toJava, toJava, toJavaAlgo, toJavaCheckTooBig, toJavaInit, toJavaModelClassName, toJavaPredictBody, toJavaTransform, toJavaUUID, toMojo, toMojo, toString, transform, uploadBinaryModel, writeTo

Methods inherited from class water.Lockable

delete_and_lock, delete_and_lock, delete_and_lock, delete_and_lock, delete, delete, delete, delete, read_lock, read_lock, read_lock, unlock_all, unlock, unlock, unlock, unlock, update, update, update, write_lock_to_read_lock, write_lock, write_lock, write_lock

Methods inherited from class water.Keyed

checksum_impl, checksum, checksum, getKey, readAll, remove_impl, remove_self_key_impl, remove, remove, remove, remove, remove, remove, removeQuietly, writeAll

Methods inherited from class water.Iced

asBytes, clone, copyOver, frozenType, read, readExternal, readJSON, reloadFromBytes, toJsonBytes, toJsonString, write, writeExternal, writeJSON

Methods inherited from class java.lang.Object

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

Constructor Detail

ANOVAGLMModel

public ANOVAGLMModel(water.Key<ANOVAGLMModel> selfKey,
                     ANOVAGLMModel.ANOVAGLMParameters parms,
                     ANOVAGLMModel.ANOVAGLMModelOutput output)

Method Detail

makeMetricBuilder

public hex.ModelMetrics.MetricBuilder makeMetricBuilder(java.lang.String[] domain)

Specified by:

makeMetricBuilder in class hex.Model<ANOVAGLMModel,ANOVAGLMModel.ANOVAGLMParameters,ANOVAGLMModel.ANOVAGLMModelOutput>

score0

protected double[] score0(double[] data,
                          double[] preds)

Specified by:

score0 in class hex.Model<ANOVAGLMModel,ANOVAGLMModel.ANOVAGLMParameters,ANOVAGLMModel.ANOVAGLMModelOutput>

score

public water.fvec.Frame score(water.fvec.Frame fr,
                              java.lang.String destination_key,
                              water.Job j,
                              boolean computeMetrics,
                              water.udf.CFuncRef customMetricFunc)

Overrides:

score in class hex.Model<ANOVAGLMModel,ANOVAGLMModel.ANOVAGLMParameters,ANOVAGLMModel.ANOVAGLMModelOutput>

result

public water.fvec.Frame result()

Return the ANOVA table as an H2OFrame per seb suggestion

Overrides:

result in class hex.Model<ANOVAGLMModel,ANOVAGLMModel.ANOVAGLMParameters,ANOVAGLMModel.ANOVAGLMModelOutput>

Returns:

H2O Frame containing the ANOVA table as in the model summary

fillOutput

public void fillOutput(java.lang.String[] modelNames,
                       int[] degreeOfFreedom)

generateSummary

public water.util.TwoDimTable generateSummary()

The Type III SS calculation, degree of freedom, F-statistics and p-values will be included in the model summary. For details on how those are calculated, refer to ANOVAGLMTutorial https://github.com/h2oai/h2o-3/issues/7561 section V.

Returns:

a TwoDimTable representation of the result frame

remove_impl

protected water.Futures remove_impl(water.Futures fs,
                                    boolean cascade)

Overrides:

remove_impl in class hex.Model<ANOVAGLMModel,ANOVAGLMModel.ANOVAGLMParameters,ANOVAGLMModel.ANOVAGLMModelOutput>

writeAll_impl

protected water.AutoBuffer writeAll_impl(water.AutoBuffer ab)

Overrides:

writeAll_impl in class hex.Model<ANOVAGLMModel,ANOVAGLMModel.ANOVAGLMParameters,ANOVAGLMModel.ANOVAGLMModelOutput>

readAll_impl

protected water.Keyed readAll_impl(water.AutoBuffer ab,
                                   water.Futures fs)

Overrides:

readAll_impl in class hex.Model<ANOVAGLMModel,ANOVAGLMModel.ANOVAGLMParameters,ANOVAGLMModel.ANOVAGLMModelOutput>