TimeseriesFeatures
Documentation for TimeseriesFeatures, including syntax for the Feature
, FeatureSet
, and FeatureArray
types.
TimeseriesFeatures.RAD
TimeseriesFeatures.Features.AbstractFeature
TimeseriesFeatures.Features.Feature
TimeseriesFeatures.FeatureSets.FeatureSet
TimeseriesFeatures.FeatureArrays.FeatureArray
TimeseriesFeatures.FeatureArrays.FeatureMatrix
TimeseriesFeatures.FeatureArrays.FeatureVector
TimeseriesFeatures.FeatureArrays.featureDims
TimeseriesFeatures.RAD
— FunctionRAD(x, τ=1, doAbs=true)
Compute the rescaled auto-density, a metric for inferring the distance to criticality that is insensitive to uncertainty in the noise strength. Calibrated to experiments on the Hopf bifurcation with variable and unknown measurement noise.
Inputs: x: The input time series (vector). doAbs: Whether to centre the time series at 0 then take absolute values (logical flag) τ: The embedding and differencing delay in units of the timestep (integer), or :τ
Outputs: f: The RAD feature value