Uses of Package
org.tribuo.provenance

Packages that use org.tribuo.provenance

Package	Description
org.tribuo	Provides the core interfaces and classes for using Tribuo.
org.tribuo.anomaly	Provides classes and infrastructure for anomaly detection problems.
org.tribuo.anomaly.evaluation	Evaluation classes for anomaly detection.
org.tribuo.anomaly.libsvm	Provides an interface to LibSVM for anomaly detection problems.
org.tribuo.classification	Provides classes and infrastructure for multiclass classification problems.
org.tribuo.classification.baseline	Provides simple baseline multiclass classifiers.
org.tribuo.classification.dtree	Provides implementations of decision trees for classification problems.
org.tribuo.classification.ensemble	Provides majority vote ensemble combiners for classification along with an implementation of multiclass Adaboost.
org.tribuo.classification.evaluation	Evaluation classes for multi-class classification.
org.tribuo.classification.liblinear	Provides an interface to LibLinear-java for classification problems.
org.tribuo.classification.libsvm	Provides an interface to LibSVM 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.sequence	Provides infrastructure for SequenceModels which emit Labels at each step of the sequence.
org.tribuo.classification.sequence.viterbi	Provides an implementation of Viterbi for generating structured outputs, which can sit on top of any Label based classification model.
org.tribuo.classification.sgd.crf	Provides an implementation of a linear chain CRF trained using Stochastic Gradient Descent.
org.tribuo.classification.sgd.kernel	Provides a SGD implementation of a Kernel SVM using the Pegasos algorithm.
org.tribuo.classification.sgd.linear	Provides an implementation of a classification linear model using Stochastic Gradient Descent.
org.tribuo.classification.xgboost	Provides an interface to XGBoost for classification problems.
org.tribuo.clustering	Provides classes and infrastructure for working with clustering problems.
org.tribuo.clustering.evaluation	Evaluation classes for clustering.
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.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.data.csv	Provides classes which can load columnar data (using a RowProcessor) from a CSV (or other character delimited format) file.
org.tribuo.data.sql	Provides classes which can load columnar data (using a RowProcessor) from a SQL source.
org.tribuo.data.text	Provides interfaces for converting text inputs into Features and Examples.
org.tribuo.data.text.impl	Provides implementations of text data processors.
org.tribuo.dataset	Provides utility datasets which subsample or otherwise transform the wrapped dataset.
org.tribuo.datasource	Simple data sources for ingesting or aggregating data.
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.evaluation	Evaluation base classes, along with code for train/test splits and cross validation.
org.tribuo.hash	Provides the base interface and implementations of the Model hashing which obscures the feature names stored in a model.
org.tribuo.interop	This package contains the abstract implementation of an external model trained by something outside of Tribuo.
org.tribuo.interop.onnx	This package contains a Tribuo wrapper around the ONNX Runtime.
org.tribuo.interop.tensorflow	Provides an interface to Tensorflow, allowing the training of non-sequential models using any supported Tribuo output type.
org.tribuo.interop.tensorflow.sequence	Provides an interface for working with Tensorflow sequence models, using Tribuo's SequenceModel abstraction.
org.tribuo.json	Provides interop with JSON formatted data, along with tools for interacting with JSON provenance objects.
org.tribuo.multilabel	Provides classes and infrastructure for working with multi-label classification problems.
org.tribuo.multilabel.baseline	Provides an implementation of independent multi-label classification that wraps a Label Trainer and uses it to make independent predictions of each label.
org.tribuo.multilabel.evaluation	Evaluation classes for multi-label classification using MultiLabel.
org.tribuo.provenance	Provides Tribuo specific infrastructure for the Provenance system which tracks models and datasets.
org.tribuo.provenance.impl	Provides internal implementations for empty provenance classes and TrainerProvenance.
org.tribuo.regression	Provides classes and infrastructure for regression problems with single or multiple output dimensions.
org.tribuo.regression.baseline	Provides simple baseline regression predictors.
org.tribuo.regression.evaluation	Evaluation classes for single or multi-dimensional regression.
org.tribuo.regression.example	Provides some example regression data generators for testing implementations.
org.tribuo.regression.impl	Provides skeletal implementations of Regressor Trainer that can wrap a single dimension trainer/model and produce one prediction per dimension independently.
org.tribuo.regression.liblinear	Provides an interface to liblinear for regression problems.
org.tribuo.regression.libsvm	Provides an interface to LibSVM 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.regression.xgboost	Provides an interface to XGBoost for regression problems.
org.tribuo.sequence	Provides core classes for working with sequences of Examples.
org.tribuo.transform	Provides infrastructure for applying transformations to a Dataset.

Classes in org.tribuo.provenance used by org.tribuo

Class and Description
DataProvenance Tag interface for data sources provenances.
DatasetProvenance Base class for dataset provenance.
ModelProvenance Contains provenance information for an instance of a Model.

Classes in org.tribuo.provenance used by org.tribuo.anomaly

Class and Description
OutputFactoryProvenance A tag provenance for an output factory.

Classes in org.tribuo.provenance used by org.tribuo.anomaly.evaluation

Class and Description
EvaluationProvenance Provenance for evaluations.

Classes in org.tribuo.provenance used by org.tribuo.anomaly.libsvm

Class and Description
ModelProvenance Contains provenance information for an instance of a Model.

Classes in org.tribuo.provenance used by org.tribuo.classification

Class and Description
OutputFactoryProvenance A tag provenance for an output factory.

Classes in org.tribuo.provenance used by org.tribuo.classification.baseline

Class and Description
ModelProvenance Contains provenance information for an instance of a Model.
TrainerProvenance A tag interface for trainer provenances.

Classes in org.tribuo.provenance used by org.tribuo.classification.dtree

Class and Description
TrainerProvenance A tag interface for trainer provenances.

Classes in org.tribuo.provenance used by org.tribuo.classification.ensemble

Class and Description
TrainerProvenance A tag interface for trainer provenances.

Classes in org.tribuo.provenance used by org.tribuo.classification.evaluation

Class and Description
EvaluationProvenance Provenance for evaluations.

Classes in org.tribuo.provenance used by org.tribuo.classification.liblinear

Class and Description
ModelProvenance Contains provenance information for an instance of a Model.

Classes in org.tribuo.provenance used by org.tribuo.classification.libsvm

Class and Description
ModelProvenance Contains provenance information for an instance of a Model.

Classes in org.tribuo.provenance used by org.tribuo.classification.mnb

Class and Description
ModelProvenance Contains provenance information for an instance of a Model.
TrainerProvenance A tag interface for trainer provenances.

Classes in org.tribuo.provenance used by org.tribuo.classification.sequence

Class and Description
EvaluationProvenance Provenance for evaluations.
ModelProvenance Contains provenance information for an instance of a Model.

Classes in org.tribuo.provenance used by org.tribuo.classification.sequence.viterbi

Class and Description
TrainerProvenance A tag interface for trainer provenances.

Classes in org.tribuo.provenance used by org.tribuo.classification.sgd.crf

Class and Description
TrainerProvenance A tag interface for trainer provenances.

Classes in org.tribuo.provenance used by org.tribuo.classification.sgd.kernel

Class and Description
ModelProvenance Contains provenance information for an instance of a Model.
TrainerProvenance A tag interface for trainer provenances.

Classes in org.tribuo.provenance used by org.tribuo.classification.sgd.linear

Class and Description
ModelProvenance Contains provenance information for an instance of a Model.
TrainerProvenance A tag interface for trainer provenances.

Classes in org.tribuo.provenance used by org.tribuo.classification.xgboost

Class and Description
TrainerProvenance A tag interface for trainer provenances.

Classes in org.tribuo.provenance used by org.tribuo.clustering

Class and Description
OutputFactoryProvenance A tag provenance for an output factory.

Classes in org.tribuo.provenance used by org.tribuo.clustering.evaluation

Class and Description
EvaluationProvenance Provenance for evaluations.

Classes in org.tribuo.provenance used by org.tribuo.clustering.kmeans

Class and Description
ModelProvenance Contains provenance information for an instance of a Model.
TrainerProvenance A tag interface for trainer provenances.

Classes in org.tribuo.provenance used by org.tribuo.common.liblinear

Class and Description
ModelProvenance Contains provenance information for an instance of a Model.
TrainerProvenance A tag interface for trainer provenances.

Classes in org.tribuo.provenance used by org.tribuo.common.libsvm

Class and Description
ModelProvenance Contains provenance information for an instance of a Model.
TrainerProvenance A tag interface for trainer provenances.

Classes in org.tribuo.provenance used by org.tribuo.common.nearest

Class and Description
ModelProvenance Contains provenance information for an instance of a Model.
TrainerProvenance A tag interface for trainer provenances.

Classes in org.tribuo.provenance used by org.tribuo.common.tree

Class and Description
ModelProvenance Contains provenance information for an instance of a Model.
SkeletalTrainerProvenance The skeleton of a TrainerProvenance that extracts the configured parameters.
TrainerProvenance A tag interface for trainer provenances.

Classes in org.tribuo.provenance used by org.tribuo.common.xgboost

Class and Description
ModelProvenance Contains provenance information for an instance of a Model.
SkeletalTrainerProvenance The skeleton of a TrainerProvenance that extracts the configured parameters.
TrainerProvenance A tag interface for trainer provenances.

Classes in org.tribuo.provenance used by org.tribuo.data.csv

Class and Description
ConfiguredDataSourceProvenance A tag interface for configurable data source provenance.
DataProvenance Tag interface for data sources provenances.
DataSourceProvenance Data source provenance.

Classes in org.tribuo.provenance used by org.tribuo.data.sql

Class and Description
ConfiguredDataSourceProvenance A tag interface for configurable data source provenance.
DataProvenance Tag interface for data sources provenances.
DataSourceProvenance Data source provenance.

Classes in org.tribuo.provenance used by org.tribuo.data.text

Class and Description
ConfiguredDataSourceProvenance A tag interface for configurable data source provenance.
DataProvenance Tag interface for data sources provenances.
DataSourceProvenance Data source provenance.

Classes in org.tribuo.provenance used by org.tribuo.data.text.impl

Class and Description
ConfiguredDataSourceProvenance A tag interface for configurable data source provenance.
DataProvenance Tag interface for data sources provenances.
DataSourceProvenance Data source provenance.

Classes in org.tribuo.provenance used by org.tribuo.dataset

Class and Description
DataProvenance Tag interface for data sources provenances.
DatasetProvenance Base class for dataset provenance.

Classes in org.tribuo.provenance used by org.tribuo.datasource

Class and Description
DataProvenance Tag interface for data sources provenances.
DataSourceProvenance Data source provenance.

Classes in org.tribuo.provenance used by org.tribuo.ensemble

Class and Description
EnsembleModelProvenance Model provenance for ensemble models.
ModelProvenance Contains provenance information for an instance of a Model.
TrainerProvenance A tag interface for trainer provenances.

Classes in org.tribuo.provenance used by org.tribuo.evaluation

Class and Description
DataProvenance Tag interface for data sources provenances.
DataSourceProvenance Data source provenance.
EvaluationProvenance Provenance for evaluations.

Classes in org.tribuo.provenance used by org.tribuo.hash

Class and Description
TrainerProvenance A tag interface for trainer provenances.

Classes in org.tribuo.provenance used by org.tribuo.interop

Class and Description
DataProvenance Tag interface for data sources provenances.
DatasetProvenance Base class for dataset provenance.
ModelProvenance Contains provenance information for an instance of a Model.
TrainerProvenance A tag interface for trainer provenances.

Classes in org.tribuo.provenance used by org.tribuo.interop.onnx

Class and Description
ModelProvenance Contains provenance information for an instance of a Model.

Classes in org.tribuo.provenance used by org.tribuo.interop.tensorflow

Class and Description
ModelProvenance Contains provenance information for an instance of a Model.
SkeletalTrainerProvenance The skeleton of a TrainerProvenance that extracts the configured parameters.
TrainerProvenance A tag interface for trainer provenances.

Classes in org.tribuo.provenance used by org.tribuo.interop.tensorflow.sequence

Class and Description
SkeletalTrainerProvenance The skeleton of a TrainerProvenance that extracts the configured parameters.
TrainerProvenance A tag interface for trainer provenances.

Classes in org.tribuo.provenance used by org.tribuo.json

Class and Description
ConfiguredDataSourceProvenance A tag interface for configurable data source provenance.
DataProvenance Tag interface for data sources provenances.
DataSourceProvenance Data source provenance.

Classes in org.tribuo.provenance used by org.tribuo.multilabel

Class and Description
OutputFactoryProvenance A tag provenance for an output factory.

Classes in org.tribuo.provenance used by org.tribuo.multilabel.baseline

Class and Description
ModelProvenance Contains provenance information for an instance of a Model.
TrainerProvenance A tag interface for trainer provenances.

Classes in org.tribuo.provenance used by org.tribuo.multilabel.evaluation

Class and Description
EvaluationProvenance Provenance for evaluations.

Classes in org.tribuo.provenance used by org.tribuo.provenance

Class and Description
DataProvenance Tag interface for data sources provenances.
DatasetProvenance Base class for dataset provenance.
DataSourceProvenance Data source provenance.
ModelProvenance Contains provenance information for an instance of a Model.
TrainerProvenance A tag interface for trainer provenances.

Classes in org.tribuo.provenance used by org.tribuo.provenance.impl

Class and Description
DataProvenance Tag interface for data sources provenances.
DatasetProvenance Base class for dataset provenance.
DataSourceProvenance Data source provenance.
SkeletalTrainerProvenance The skeleton of a TrainerProvenance that extracts the configured parameters.
TrainerProvenance A tag interface for trainer provenances.

Classes in org.tribuo.provenance used by org.tribuo.regression

Class and Description
OutputFactoryProvenance A tag provenance for an output factory.

Classes in org.tribuo.provenance used by org.tribuo.regression.baseline

Class and Description
ModelProvenance Contains provenance information for an instance of a Model.
TrainerProvenance A tag interface for trainer provenances.

Classes in org.tribuo.provenance used by org.tribuo.regression.evaluation

Class and Description
EvaluationProvenance Provenance for evaluations.

Classes in org.tribuo.provenance used by org.tribuo.regression.example

Class and Description
ConfiguredDataSourceProvenance A tag interface for configurable data source provenance.
DataProvenance Tag interface for data sources provenances.
DataSourceProvenance Data source provenance.

Classes in org.tribuo.provenance used by org.tribuo.regression.impl

Class and Description
ModelProvenance Contains provenance information for an instance of a Model.

Classes in org.tribuo.provenance used by org.tribuo.regression.liblinear

Class and Description
ModelProvenance Contains provenance information for an instance of a Model.

Classes in org.tribuo.provenance used by org.tribuo.regression.libsvm

Class and Description
ModelProvenance Contains provenance information for an instance of a Model.

Classes in org.tribuo.provenance used by org.tribuo.regression.rtree

Class and Description
ModelProvenance Contains provenance information for an instance of a Model.
TrainerProvenance A tag interface for trainer provenances.

Classes in org.tribuo.provenance used by org.tribuo.regression.slm

Class and Description
ModelProvenance Contains provenance information for an instance of a Model.
TrainerProvenance A tag interface for trainer provenances.

Classes in org.tribuo.provenance used by org.tribuo.regression.xgboost

Class and Description
TrainerProvenance A tag interface for trainer provenances.

Classes in org.tribuo.provenance used by org.tribuo.sequence

Class and Description
DataProvenance Tag interface for data sources provenances.
DatasetProvenance Base class for dataset provenance.
EvaluationProvenance Provenance for evaluations.
ModelProvenance Contains provenance information for an instance of a Model.
SkeletalTrainerProvenance The skeleton of a TrainerProvenance that extracts the configured parameters.
TrainerProvenance A tag interface for trainer provenances.

Classes in org.tribuo.provenance used by org.tribuo.transform

Class and Description
DatasetProvenance Base class for dataset provenance.
ModelProvenance Contains provenance information for an instance of a Model.
TrainerProvenance A tag interface for trainer provenances.