ClassificationMetricResults
- class ClassificationMetricResults(data)[source]
Bases:
MetricResultsResults from computing metrics.
Initialize the result wrapper.
Attributes Summary
Methods Summary
from_scores(y_true, y_score)Return an instance of these metrics from a given set of true and scores.
get_metric(name)Get the given metric from the results.
Attributes Documentation
- Parameters:
data (Mapping) –
- metrics: ClassVar[Mapping[str, Type[Metric]]] = {'accuracy_score': <class 'pykeen.metrics.classification.AccuracyScore'>, 'average_precision_score': <class 'pykeen.metrics.classification.AveragePrecisionScore'>, 'balanced_accuracy_score': <class 'pykeen.metrics.classification.BalancedAccuracyScore'>, 'diagnostic_odds_ratio': <class 'pykeen.metrics.classification.DiagnosticOddsRatio'>, 'f1_score': <class 'pykeen.metrics.classification.F1Score'>, 'false_discovery_rate': <class 'pykeen.metrics.classification.FalseDiscoveryRate'>, 'false_negative_rate': <class 'pykeen.metrics.classification.FalseNegativeRate'>, 'false_omission_rate': <class 'pykeen.metrics.classification.FalseOmissionRate'>, 'false_positive_rate': <class 'pykeen.metrics.classification.FalsePositiveRate'>, 'fowlkes_mallows_index': <class 'pykeen.metrics.classification.FowlkesMallowsIndex'>, 'informedness': <class 'pykeen.metrics.classification.Informedness'>, 'markedness': <class 'pykeen.metrics.classification.Markedness'>, 'matthews_correlation_coefficient': <class 'pykeen.metrics.classification.MatthewsCorrelationCoefficient'>, 'negative_likelihood_ratio': <class 'pykeen.metrics.classification.NegativeLikelihoodRatio'>, 'negative_predictive_value': <class 'pykeen.metrics.classification.NegativePredictiveValue'>, 'positive_likelihood_ratio': <class 'pykeen.metrics.classification.PositiveLikelihoodRatio'>, 'positive_predictive_value': <class 'pykeen.metrics.classification.PositivePredictiveValue'>, 'prevalence_threshold': <class 'pykeen.metrics.classification.PrevalenceThreshold'>, 'roc_auc_score': <class 'pykeen.metrics.classification.RocAucScore'>, 'threat_score': <class 'pykeen.metrics.classification.ThreatScore'>, 'true_negative_rate': <class 'pykeen.metrics.classification.TrueNegativeRate'>, 'true_positive_rate': <class 'pykeen.metrics.classification.TruePositiveRate'>}
Methods Documentation