sdv.metrics.timeseries

TimeSeriesMetric()

Base class for metrics that apply to time series.

TimeSeriesMetric.get_subclasses([…])

Recursively find subclasses of this metric.

Time Series Detection Metrics

TimeSeriesDetectionMetric()

Base class for Machine Learning Detection based metrics on time series.

TimeSeriesDetectionMetric.get_subclasses([…])

Recursively find subclasses of this metric.

TSFCDetection()

TimeSeriesDetection metric based on a TimeSeriesForestClassifier.

TSFCDetection.get_subclasses([include_parents])

Recursively find subclasses of this metric.

TSFCDetection.compute(real_data, synthetic_data)

Compute this metric.

LSTMDetection()

TimeSeriesDetection metric based on an LSTM Classifier.

LSTMDetection.get_subclasses([include_parents])

Recursively find subclasses of this metric.

LSTMDetection.compute(real_data, synthetic_data)

Compute this metric.

Time Series Efficacy Metrics

TimeSeriesEfficacyMetric()

Base class for Machine Learning Efficacy based metrics on time series.

TimeSeriesEfficacyMetric.get_subclasses([…])

Recursively find subclasses of this metric.

TSFClassifierEfficacy()

TimeSeriesEfficacy metric based on a TimeSeriesForest Classifier.

TSFClassifierEfficacy.get_subclasses([…])

Recursively find subclasses of this metric.

TSFClassifierEfficacy.compute(real_data, …)

Compute this metric.

LSTMClassifierEfficacy()

TimeSeriesEfficacy metric based on an LSTM Classifier.

LSTMClassifierEfficacy.get_subclasses([…])

Recursively find subclasses of this metric.

LSTMClassifierEfficacy.compute(real_data, …)

Compute this metric.