Uses of Class
org.tribuo.Excuse

Packages that use Excuse

Package	Description
org.tribuo	Provides the core interfaces and classes for using Tribuo.
org.tribuo.anomaly.liblinear	Provides an interface to LibLinear-java for anomaly detection problems.
org.tribuo.classification.baseline	Provides simple baseline multiclass classifiers.
org.tribuo.classification.liblinear	Provides an interface to LibLinear-java for classification problems.
org.tribuo.classification.mnb	Provides an implementation of multinomial naive bayes (i.e., naive bayes for non-negative count data).
org.tribuo.classification.sgd.kernel	Provides a SGD implementation of a Kernel SVM using the Pegasos algorithm.
org.tribuo.clustering.hdbscan	Provides an implementation of HDBSCAN*.
org.tribuo.clustering.kmeans	Provides a multithreaded implementation of K-Means, with a configurable distance function.
org.tribuo.common.liblinear	Provides base classes for using liblinear from Tribuo.
org.tribuo.common.libsvm	The base interface to LibSVM.
org.tribuo.common.nearest	Provides a K-Nearest Neighbours implementation which works across all Tribuo Output types.
org.tribuo.common.sgd	Provides the base classes for models trained with stochastic gradient descent.
org.tribuo.common.tree	Provides common functionality for building decision trees, irrespective of the predicted Output.
org.tribuo.common.xgboost	Provides abstract classes for interfacing with XGBoost abstracting away all the Output dependent parts.
org.tribuo.ensemble	Provides an interface for model prediction combinations, two base classes for ensemble models, a base class for ensemble excuses, and a Bagging implementation.
org.tribuo.interop	This package contains the abstract implementation of an external model trained by something outside of Tribuo.
org.tribuo.interop.tensorflow	Provides an interface to TensorFlow, allowing the training of non-sequential models using any supported Tribuo output type.
org.tribuo.multilabel.baseline	Provides implementations of binary relevance based multi-label classification algorithms.
org.tribuo.regression.baseline	Provides simple baseline regression predictors.
org.tribuo.regression.liblinear	Provides an interface to liblinear for regression problems.
org.tribuo.regression.rtree	Provides an implementation of decision trees for regression problems.
org.tribuo.regression.slm	Provides implementations of sparse linear regression using various forms of regularisation penalty.
org.tribuo.transform	Provides infrastructure for applying transformations to a Dataset.

Uses of Excuse in org.tribuo

Methods in org.tribuo that return types with arguments of type Excuse

Modifier and Type	Method	Description
abstract Optional<Excuse<T>>	Model.getExcuse(Example<T> example)	Generates an excuse for an example.
Optional<List<Excuse<T>>>	Model.getExcuses(Iterable<Example<T>> examples)	Generates an excuse for each example.

Uses of Excuse in org.tribuo.anomaly.liblinear

Methods in org.tribuo.anomaly.liblinear that return Excuse

Modifier and Type	Method	Description
protected Excuse<Event>	LibLinearAnomalyModel.innerGetExcuse(Example<Event> e, double[][] allFeatureWeights)	The call to model.getFeatureWeights in the public methods copies the weights array so this inner method exists to save the copy in getExcuses.

Uses of Excuse in org.tribuo.classification.baseline

Methods in org.tribuo.classification.baseline that return types with arguments of type Excuse

Modifier and Type	Method	Description
Optional<Excuse<Label>>	DummyClassifierModel.getExcuse(Example<Label> example)

Uses of Excuse in org.tribuo.classification.liblinear

Methods in org.tribuo.classification.liblinear that return Excuse

Modifier and Type	Method	Description
protected Excuse<Label>	LibLinearClassificationModel.innerGetExcuse(Example<Label> e, double[][] allFeatureWeights)	The call to model.getFeatureWeights in the public methods copies the weights array so this inner method exists to save the copy in getExcuses.

Uses of Excuse in org.tribuo.classification.mnb

Methods in org.tribuo.classification.mnb that return types with arguments of type Excuse

Modifier and Type	Method	Description
Optional<Excuse<Label>>	MultinomialNaiveBayesModel.getExcuse(Example<Label> example)

Uses of Excuse in org.tribuo.classification.sgd.kernel

Methods in org.tribuo.classification.sgd.kernel that return types with arguments of type Excuse

Modifier and Type	Method	Description
Optional<Excuse<Label>>	KernelSVMModel.getExcuse(Example<Label> example)

Uses of Excuse in org.tribuo.clustering.hdbscan

Methods in org.tribuo.clustering.hdbscan that return types with arguments of type Excuse

Modifier and Type	Method	Description
Optional<Excuse<ClusterID>>	HdbscanModel.getExcuse(Example<ClusterID> example)

Uses of Excuse in org.tribuo.clustering.kmeans

Methods in org.tribuo.clustering.kmeans that return types with arguments of type Excuse

Modifier and Type	Method	Description
Optional<Excuse<ClusterID>>	KMeansModel.getExcuse(Example<ClusterID> example)

Uses of Excuse in org.tribuo.common.liblinear

Methods in org.tribuo.common.liblinear that return Excuse

Modifier and Type	Method	Description
protected abstract Excuse<T>	LibLinearModel.innerGetExcuse(Example<T> e, double[][] featureWeights)	The call to getFeatureWeights in the public methods copies the weights array so this inner method exists to save the copy in getExcuses.

Methods in org.tribuo.common.liblinear that return types with arguments of type Excuse

Modifier and Type	Method	Description
Optional<Excuse<T>>	LibLinearModel.getExcuse(Example<T> e)	This call is expensive as it copies out the weight matrix from the LibLinear model.
Optional<List<Excuse<T>>>	LibLinearModel.getExcuses(Iterable<Example<T>> examples)

Uses of Excuse in org.tribuo.common.libsvm

Methods in org.tribuo.common.libsvm that return types with arguments of type Excuse

Modifier and Type	Method	Description
Optional<Excuse<T>>	LibSVMModel.getExcuse(Example<T> example)

Uses of Excuse in org.tribuo.common.nearest

Methods in org.tribuo.common.nearest that return types with arguments of type Excuse

Modifier and Type	Method	Description
Optional<Excuse<T>>	KNNModel.getExcuse(Example<T> example)

Uses of Excuse in org.tribuo.common.sgd

Methods in org.tribuo.common.sgd that return types with arguments of type Excuse

Modifier and Type	Method	Description
Optional<Excuse<T>>	AbstractFMModel.getExcuse(Example<T> example)	Factorization machines don't provide excuses, use an explainer.
Optional<Excuse<T>>	AbstractLinearSGDModel.getExcuse(Example<T> example)

Uses of Excuse in org.tribuo.common.tree

Methods in org.tribuo.common.tree that return types with arguments of type Excuse

Modifier and Type	Method	Description
Optional<Excuse<T>>	TreeModel.getExcuse(Example<T> example)

Uses of Excuse in org.tribuo.common.xgboost

Methods in org.tribuo.common.xgboost that return types with arguments of type Excuse

Modifier and Type	Method	Description
Optional<Excuse<T>>	XGBoostModel.getExcuse(Example<T> example)

Uses of Excuse in org.tribuo.ensemble

Subclasses of Excuse in org.tribuo.ensemble

Modifier and Type	Class	Description
class	EnsembleExcuse<T extends Output<T>>	An Excuse which has a List of excuses for each of the ensemble members.

Methods in org.tribuo.ensemble that return types with arguments of type Excuse

Modifier and Type	Method	Description
abstract Optional<Excuse<T>>	EnsembleModel.getExcuse(Example<T> example)
Optional<Excuse<T>>	WeightedEnsembleModel.getExcuse(Example<T> example)
List<Excuse<T>>	EnsembleExcuse.getInnerExcuses()	The individual ensemble member's excuses.

Constructor parameters in org.tribuo.ensemble with type arguments of type Excuse

Modifier	Constructor	Description
	EnsembleExcuse(Example<T> example, Prediction<T> prediction, Map<String,List<com.oracle.labs.mlrg.olcut.util.Pair<String,Double>>> weights, List<Excuse<T>> innerExcuses)	Constructs an ensemble excuse, comprising the excuses from each ensemble member, along with the feature weights.

Uses of Excuse in org.tribuo.interop

Methods in org.tribuo.interop that return types with arguments of type Excuse

Modifier and Type	Method	Description
Optional<Excuse<T>>	ExternalModel.getExcuse(Example<T> example)	By default third party models don't return excuses.

Uses of Excuse in org.tribuo.interop.tensorflow

Methods in org.tribuo.interop.tensorflow that return types with arguments of type Excuse

Modifier and Type	Method	Description
Optional<Excuse<T>>	TensorFlowModel.getExcuse(Example<T> example)	Deep learning models don't do excuses.

Uses of Excuse in org.tribuo.multilabel.baseline

Methods in org.tribuo.multilabel.baseline that return types with arguments of type Excuse

Modifier and Type	Method	Description
Optional<Excuse<MultiLabel>>	ClassifierChainModel.getExcuse(Example<MultiLabel> example)
Optional<Excuse<MultiLabel>>	IndependentMultiLabelModel.getExcuse(Example<MultiLabel> example)

Uses of Excuse in org.tribuo.regression.baseline

Methods in org.tribuo.regression.baseline that return types with arguments of type Excuse

Modifier and Type	Method	Description
Optional<Excuse<Regressor>>	DummyRegressionModel.getExcuse(Example<Regressor> example)

Uses of Excuse in org.tribuo.regression.liblinear

Methods in org.tribuo.regression.liblinear that return Excuse

Modifier and Type	Method	Description
protected Excuse<Regressor>	LibLinearRegressionModel.innerGetExcuse(Example<Regressor> e, double[][] allFeatureWeights)	The call to model.getFeatureWeights in the public methods copies the weights array so this inner method exists to save the copy in getExcuses.

Uses of Excuse in org.tribuo.regression.rtree

Methods in org.tribuo.regression.rtree that return types with arguments of type Excuse

Modifier and Type	Method	Description
Optional<Excuse<Regressor>>	IndependentRegressionTreeModel.getExcuse(Example<Regressor> example)

Uses of Excuse in org.tribuo.regression.slm

Methods in org.tribuo.regression.slm that return types with arguments of type Excuse

Modifier and Type	Method	Description
Optional<Excuse<Regressor>>	SparseLinearModel.getExcuse(Example<Regressor> example)

Uses of Excuse in org.tribuo.transform

Methods in org.tribuo.transform that return types with arguments of type Excuse

Modifier and Type	Method	Description
Optional<Excuse<T>>	TransformedModel.getExcuse(Example<T> example)