Package | Description |
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gov.sandia.cognition.learning.algorithm.regression |
Provides regression algorithms, such as Linear Regression.
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gov.sandia.cognition.learning.experiment |
Provides experiments for validating the performance of learning algorithms.
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gov.sandia.cognition.statistics.method |
Provides algorithms for evaluating statistical data and conducting statistical inference, particularly frequentist methods.
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Modifier and Type | Class and Description |
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static class |
LinearRegression.Statistic
Computes regression statistics using a chi-square measure of the
statistical significance of the learned approximator
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Modifier and Type | Field and Description |
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protected ConfidenceStatistic |
LearnerComparisonExperiment.confidence
The confidence statistic generated from the underlying performance
statistics.
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Modifier and Type | Method and Description |
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ConfidenceStatistic |
LearnerComparisonExperiment.getConfidence()
Gets the confidence statistic that the two learners are different.
|
ConfidenceStatistic |
LearnerComparisonExperiment.Result.getConfidence()
Gets the confidence statistic for the learners.
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Modifier and Type | Method and Description |
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protected void |
LearnerComparisonExperiment.setConfidence(ConfidenceStatistic confidence)
Sets the confidence statistic that the two learners are different.
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void |
LearnerComparisonExperiment.Result.setConfidence(ConfidenceStatistic confidence)
Sets the confidence statistic for the learners.
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Constructor and Description |
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Result(ConfidenceStatistic confidence,
DefaultPair<SummaryType,SummaryType> summaries)
Creates a new instance of Result.
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Modifier and Type | Class and Description |
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class |
AbstractConfidenceStatistic
Abstract implementation of ConfidenceStatistic.
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static class |
AnalysisOfVarianceOneWay.Statistic
Returns the confidence statistic for an ANOVA test
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static class |
ChiSquareConfidence.Statistic
Confidence Statistic for a chi-square test
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static class |
FisherSignConfidence.Statistic
Contains the parameters from the Sign Test null-hypothesis evaluation
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static class |
FriedmanConfidence.Statistic
Confidence statistic associated with the Friedman test using the tighter
F-statistic.
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static class |
GaussianConfidence.Statistic
Confidence statistics for a Gaussian distribution
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static class |
KolmogorovSmirnovConfidence.Statistic
Computes the ConfidenceStatistic associated with a K-S test
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static class |
MannWhitneyUConfidence.Statistic
Statistics from the Mann-Whitney U-test
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static class |
MultipleComparisonExperiment.Statistic
Result of running the MultipleHypothesisComparison hypothesis test
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static class |
ReceiverOperatingCharacteristic.Statistic
Contains useful statistics derived from a ROC curve
|
static class |
StudentTConfidence.Statistic
Confidence statistics for a Student-t test
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static class |
WilcoxonSignedRankConfidence.Statistic
ConfidenceStatistics associated with a Wilcoxon test
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Modifier and Type | Field and Description |
---|---|
protected ConfidenceStatistic |
MultipleComparisonExperiment.Statistic.blockExperimentResult
Result from the block-experiment null-hypothesis test
|
Modifier and Type | Field and Description |
---|---|
protected java.util.ArrayList<java.util.ArrayList<ConfidenceStatistic>> |
AbstractPairwiseMultipleHypothesisComparison.Statistic.pairwiseTestStatistics
Results from the pair-wise confidence tests.
|
Modifier and Type | Method and Description |
---|---|
ConfidenceStatistic |
BlockExperimentComparison.evaluateNullHypothesis(java.util.Collection<? extends java.util.Collection<? extends DataType>> treatments)
Evaluates the null hypothesis for the given block-design treatments
|
ConfidenceStatistic |
NullHypothesisEvaluator.evaluateNullHypothesis(DataType data1,
DataType data2)
Computes the probability that two data were generated by
the same distribution.
|
ConfidenceStatistic |
MultipleComparisonExperiment.Statistic.getBlockExperimentResult()
Getter for blockExperimentResult
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Modifier and Type | Method and Description |
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java.util.ArrayList<java.util.ArrayList<ConfidenceStatistic>> |
AbstractPairwiseMultipleHypothesisComparison.Statistic.getPairwiseTestStatistics()
Getter for pairwiseTestStatistics
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Constructor and Description |
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Statistic(ConfidenceStatistic blockExperimentResult,
MultipleHypothesisComparison.Statistic multipleComparisonResult)
Creates a new instance of Statistic
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