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Table 2 Descriptions of measures

From: Prediction of autism spectrum disorder diagnosis using nonlinear measures of language-related EEG at 6 and 12 months

 

Abbreviation

Description

Nonlinear variables

 NOLDS software package [49]

  Detrended fluctuation analysis

DFA

Long-range correlation of the physiological time series

  Sample entropy

SampE

Irregularity of physiological time series without self-matches

  Hurst exponent

HurstE

Long-term memory processes of a time series

  Lyapunov exponent

LyapE

Chaotic or periodic properties of a time series

 EntroPy (https://github.com/raphaelvallat/entropy)

  Permutation entropy

PermE

Information content of a given time series based on probability distribution of a set of continuous points

  Spectral entropy

SpecE

Degree of skewness in the frequency distribution

  Singular value decomposition entropy

SVDE

Dimensionality of a time series.

  Approximate entropy

AppE

Regularity of times series fluctuations

  Higuchi fractal dimension

HFD

Self-similarity in time series using increasingly distanced samples in time

  Katz fractal dimension

KFD

Complexity and self-similarity in time series using consecutive time points

 Lempel-Ziv complexity reference [50]

  Lempel Ziv complexity

LZC

Randomness of finite sequences

Linear variable

 SciPy signal processing [51]

  Power

Power

Frequency amplitude of oscillations in a time series