Package ai.libs.jaicore.ml.classification.singlelabel.timeseries.learner

Class BOSSEnsembleClassifier

java.lang.Object

ai.libs.jaicore.ml.classification.singlelabel.timeseries.learner.ASimplifiedTSClassifier<java.lang.Integer>

ai.libs.jaicore.ml.classification.singlelabel.timeseries.learner.BOSSEnsembleClassifier

public class BOSSEnsembleClassifier
extends ASimplifiedTSClassifier<java.lang.Integer>

Field Summary

Fields inherited from class ai.libs.jaicore.ml.classification.singlelabel.timeseries.learner.ASimplifiedTSClassifier

classMapper, trained

Constructor Summary

Constructors

Constructor	Description
BOSSEnsembleClassifier(java.util.Map<java.lang.Integer,java.lang.Integer> windowLengthsandWordLength, double[] alphabet, boolean meanCorrected)
BOSSEnsembleClassifier(java.util.Map<java.lang.Integer,java.lang.Integer> windowLengthsandWordLength, int alphabetSize, double[] alphabet, boolean meanCorrected)

Method Summary

Modifier and Type	Method	Description
<U extends ASimplifiedTSClassifier<java.lang.Integer>> ASimplifiedTSCLearningAlgorithm<java.lang.Integer,U>	getLearningAlgorithm(TimeSeriesDataset2 dataset)
java.lang.Integer	predict(double[] univInstance)	Performs a prediction based on the given univariate double[] instance representation and returns the result.
java.util.List<java.lang.Integer>	predict(TimeSeriesDataset2 dataset)	Performs predictions based on the given instances in the given dataset.
java.lang.Integer	predict(java.util.List<double[]> multivInstance)	Performs a prediction based on the given multivariate list of double[] instance representation and returns the result.

Methods inherited from class ai.libs.jaicore.ml.classification.singlelabel.timeseries.learner.ASimplifiedTSClassifier

checkWhetherPredictionIsPossible, getClassMapper, isTrained, setClassMapper, train

Methods inherited from class java.lang.Object

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

Constructor Detail

BOSSEnsembleClassifier

public BOSSEnsembleClassifier(java.util.Map<java.lang.Integer,java.lang.Integer> windowLengthsandWordLength,
                              int alphabetSize,
                              double[] alphabet,
                              boolean meanCorrected)

BOSSEnsembleClassifier

public BOSSEnsembleClassifier(java.util.Map<java.lang.Integer,java.lang.Integer> windowLengthsandWordLength,
                              double[] alphabet,
                              boolean meanCorrected)

Method Detail

predict

public java.lang.Integer predict(double[] univInstance)
                          throws org.api4.java.ai.ml.core.exception.PredictionException

Description copied from class: ASimplifiedTSClassifier

Performs a prediction based on the given univariate double[] instance representation and returns the result.

Specified by:

predict in class ASimplifiedTSClassifier<java.lang.Integer>

Parameters:

univInstance - Univariate instance given by a double vector of time series values used for the prediction

Returns:

Returns the result of the prediction

Throws:

org.api4.java.ai.ml.core.exception.PredictionException - If something fails during the prediction process.

predict

public java.lang.Integer predict(java.util.List<double[]> multivInstance)
                          throws org.api4.java.ai.ml.core.exception.PredictionException

Description copied from class: ASimplifiedTSClassifier

Performs a prediction based on the given multivariate list of double[] instance representation and returns the result.

Overrides:

predict in class ASimplifiedTSClassifier<java.lang.Integer>

Parameters:

multivInstance - Multivariate instance given by a list of multiple double[] time series used for the prediction

Returns:

Returns the result of the prediction

Throws:

org.api4.java.ai.ml.core.exception.PredictionException - If something fails during the prediction process.

predict

public java.util.List<java.lang.Integer> predict(TimeSeriesDataset2 dataset)
                                          throws org.api4.java.ai.ml.core.exception.PredictionException

Description copied from class: ASimplifiedTSClassifier

Performs predictions based on the given instances in the given dataset.

Specified by:

predict in class ASimplifiedTSClassifier<java.lang.Integer>

Parameters:

dataset - The TimeSeriesDataset2 for which predictions should be made.

Returns:

Returns the result of the predictions

Throws:

org.api4.java.ai.ml.core.exception.PredictionException - If something fails during the prediction process

getLearningAlgorithm

public <U extends ASimplifiedTSClassifier<java.lang.Integer>> ASimplifiedTSCLearningAlgorithm<java.lang.Integer,U> getLearningAlgorithm(TimeSeriesDataset2 dataset)

Specified by:

getLearningAlgorithm in class ASimplifiedTSClassifier<java.lang.Integer>