Tags¶
Cross-cutting discovery across domain boundaries. Every feature is tagged by method, modality, application, IO shape and requirements. Each tag below lists the features that carry it.
Modality¶
ecg (1) — SampleEntropy
eeg (33) — AmplitudeEntropy, AmplitudeVariation, AnalyticSignal, Autocorrelation, BandPower, BandpassFilter, Coherence, ContinuousWaveletTransform, Cordance, Correlation, Covariance, DirectedTransferFunction, DiscreteWaveletTransform, EMD, EnvelopeCorrelation, EpileptogenicityIndex, FourierTransform, FractalDimension, GrangerCausality, LempelZiv, LineLength, MutualInformation, Nonreversibility, PartialCorrelation, PartialDirectedCoherence, PhaseLockingValue, PowerSpectralDensity, ReciprocalConnectivity, RecurrenceMatrix, SVD, SampleEntropy, Spectrogram, SpikeCount
fmri (9) — AnalyticSignal, Autocorrelation, BandPower, Correlation, Covariance, FourierTransform, PartialCorrelation, PowerSpectralDensity, Spectrogram
intracranial-eeg (1) — EpileptogenicityIndex
meg (1) — EnvelopeCorrelation
Application domain¶
aging (1) — FractalDimension
anesthesia (6) — AmplitudeVariation, BandPower, FractalDimension, LempelZiv, PhaseLockingValue, SampleEntropy
artifact (1) — SpikeCount
consciousness (1) — LempelZiv
dementia (1) — FractalDimension
depression (2) — BandPower, Cordance
epilepsy (15) — BandPower, Coherence, DirectedTransferFunction, EpileptogenicityIndex, FourierTransformSurrogates, GrangerCausality, LempelZiv, LineLength, Nonreversibility, PartialDirectedCoherence, PhaseLockingValue, ReciprocalConnectivity, RecurrenceMatrix, SampleEntropy, SpikeCount
heart-rate-variability (1) — SampleEntropy
qeeg (1) — Cordance
seizure-detection (1) — LineLength
seizure-onset (2) — ContinuousWaveletTransform, Spectrogram
seizure-onset-zone (2) — EpileptogenicityIndex, ReciprocalConnectivity
seizure-propagation (3) — DirectedTransferFunction, GrangerCausality, PartialDirectedCoherence
sleep (1) — BandPower
spike-detection (1) — SpikeCount
treatment-response (1) — Cordance
Research paradigm¶
default-mode (1) — Correlation
erps (1) — ContinuousWaveletTransform
event-related (1) — Spectrogram
nonstationarity (2) — SlidingWindow, SlidingWindowReduce
resting-state (8) — Coherence, Correlation, Covariance, EnvelopeCorrelation, GrangerCausality, MutualInformation, PartialCorrelation, PhaseLockingValue
Connectivity¶
aec (1) — EnvelopeCorrelation
causality (1) — Nonreversibility
conditional-independence (1) — PartialCorrelation
cross-spectral (1) — Coherence
direct-causality (1) — PartialDirectedCoherence
directed (4) — DirectedTransferFunction, GrangerCausality, PartialDirectedCoherence, ReciprocalConnectivity
functional-connectivity (1) — RecurrenceMatrix
phase-synchrony (1) — PhaseLockingValue
sink-source (1) — ReciprocalConnectivity
total-causality (1) — DirectedTransferFunction
undirected (7) — Coherence, Correlation, Covariance, EnvelopeCorrelation, MutualInformation, PartialCorrelation, PhaseLockingValue
volume-conduction (1) — EnvelopeCorrelation
Method¶
autocorrelation-preserving (1) — FourierTransformSurrogates
box-counting (1) — FractalDimension
butterworth (1) — BandpassFilter
compression (2) — DiscreteWaveletTransform, LempelZiv
energy-ratio (1) — EpileptogenicityIndex
entropy (2) — MutualInformation, SampleEntropy
entropy-production (1) — Nonreversibility
fft (1) — FourierTransform
fractal (1) — FractalDimension
higuchi (1) — FractalDimension
hilbert (1) — AnalyticSignal
histogram (1) — AmplitudeEntropy
ifft (1) — InverseFourierTransform
katz (1) — FractalDimension
kl-divergence (1) — Nonreversibility
mvar (4) — DirectedTransferFunction, GrangerCausality, Nonreversibility, PartialDirectedCoherence
nonlinearity-test (1) — FourierTransformSurrogates
orthogonalization (1) — EnvelopeCorrelation
page-hinkley (1) — EpileptogenicityIndex
pearson (1) — Correlation
phase-randomization (1) — FourierTransformSurrogates
precision-matrix (1) — PartialCorrelation
prediction-error (1) — GrangerCausality
shannon-entropy (1) — AmplitudeEntropy
spearman (1) — Correlation
stft (1) — Spectrogram
surrogate-significance (1) — FourierTransformSurrogates
var (3) — DirectedTransferFunction, GrangerCausality, PartialDirectedCoherence
wavelet (2) — ContinuousWaveletTransform, DiscreteWaveletTransform
welch (2) — BandPower, Coherence
Signal representation¶
absolute-power (1) — Cordance
alpha (1) — BandPower
beta (1) — BandPower
beta-gamma (1) — EpileptogenicityIndex
delta (1) — BandPower
dyadic (1) — DiscreteWaveletTransform
envelope (1) — AnalyticSignal
frequency-band (2) — BandPower, BandpassFilter
frequency-domain (5) — Coherence, DirectedTransferFunction, FourierTransform, PartialDirectedCoherence, PowerSpectralDensity
gamma (1) — BandPower
instantaneous-frequency (1) — AnalyticSignal
instantaneous-phase (1) — AnalyticSignal
power-spectrum (3) — BandPower, PowerSpectralDensity, Spectrogram
relative-power (1) — Cordance
scale-adaptive (1) — ContinuousWaveletTransform
scalogram (1) — ContinuousWaveletTransform
sub-band (1) — DiscreteWaveletTransform
theta (1) — BandPower
time-domain (1) — InverseFourierTransform
time-frequency (4) — AnalyticSignal, ContinuousWaveletTransform, EMD, Spectrogram
Signal property¶
algorithmic-complexity (1) — LempelZiv
binary (1) — LempelZiv
data-driven (1) — EMD
dynamical-systems (2) — RecurrenceMatrix, SampleEntropy
intrinsic-mode-functions (1) — EMD
lag (1) — Autocorrelation
linear (2) — Correlation, Covariance
nonlinear (2) — EMD, MutualInformation
nonlinear-dynamics (2) — Nonreversibility, RecurrenceMatrix
nonstationary (1) — EMD
patterns (1) — SVD
predictability (1) — SampleEntropy
probability-distribution (1) — AmplitudeEntropy
regularity (1) — SampleEntropy
self-similarity (2) — FractalDimension, RecurrenceMatrix
signal-complexity (1) — LineLength
standard-deviation (1) — AmplitudeVariation
state-space (1) — RecurrenceMatrix
stationarity (1) — Autocorrelation
temporal-dependence (1) — Autocorrelation
temporal-dynamics (2) — SlidingWindow, SlidingWindowReduce
time-irreversibility (1) — Nonreversibility
variability (2) — AmplitudeVariation, LineLength
Operation¶
aggregation (2) — ConcatAggregate, MeanAggregate
decomposition (1) — DiscreteWaveletTransform
denoising (1) — DiscreteWaveletTransform
dimensionality-reduction (1) — SVD
filtering (1) — BandpassFilter
null-hypothesis (1) — FourierTransformSurrogates
outlier-detection (1) — SpikeCount
post-processing (1) — ReciprocalConnectivity
preprocessing (1) — BandpassFilter
reduction (4) — Max, Mean, Min, SlidingWindowReduce
segmentation (2) — SlidingWindow, SlidingWindowReduce
source-localization (1) — SVD
IO shape¶
io:adds-dimension (3) — BandpassFilter, DiscreteWaveletTransform, EMD
io:frequency-output (1) — FourierTransform
io:frequency-time-output (2) — ContinuousWaveletTransform, Spectrogram
io:iterator (2) — FourierTransformSurrogates, SlidingWindow
io:matrix (10) — Coherence, Correlation, Covariance, EnvelopeCorrelation, GrangerCausality, MutualInformation, PartialCorrelation, PhaseLockingValue, RecurrenceMatrix, SVD
io:matrix-frequency (2) — DirectedTransferFunction, PartialDirectedCoherence
io:preserves-time (4) — AnalyticSignal, BandpassFilter, ConcatAggregate, SlidingWindowReduce
io:scalar (3) — Max, Mean, Min
io:scalar-per-channel (11) — AmplitudeEntropy, AmplitudeVariation, Autocorrelation, EpileptogenicityIndex, FractalDimension, LempelZiv, LineLength, MeanAggregate, Nonreversibility, SampleEntropy, SpikeCount
io:scalar-per-channel-per-band (2) — BandPower, Cordance
io:time-output (1) — InverseFourierTransform
io:vector (1) — ReciprocalConnectivity
Requirement¶
req:asymmetric-matrix (1) — ReciprocalConnectivity
req:frequency-input (1) — InverseFourierTransform
req:multichannel (10) — Coherence, Correlation, Covariance, DirectedTransferFunction, EnvelopeCorrelation, GrangerCausality, MutualInformation, PartialCorrelation, PartialDirectedCoherence, PhaseLockingValue
req:sampling-rate (5) — Coherence, DirectedTransferFunction, GrangerCausality, PartialDirectedCoherence, PhaseLockingValue
Other¶
psd (1) — PowerSpectralDensity