otoolej/qEEG_feature_set

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MATLAB
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Created over 8 years ago
Updated almost 4 years ago

otoolej/qEEG_feature_set

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NEURAL: a neonatal EEG feature set in Matlab

mutual_info_kNN

Mutual Information measures using kNN for both continuous and categorical (discrete) variables [Matlab code]

envelope_derivative_operator

Implements a nonlinear energy operator, known as the Envelope Derivative Operator (EDO)

nonlinear-energy-operators

measures to assess frequency-weighted instantaneous energy

memeff_TFDs

fast and memory-efficient algorithms for computing time-frequency distributions

burst_detector

method to detect bursts in the EEG of preterm infants

py_burst_detector

Algorithm to detect bursts in the EEG of preterm infants (Python version of an existing Matlab program)

time_frequency_tracks

Methods to extract tracks from time-frequency distributions; tracks can represent instantaneous frequency (IF) laws

ms_rocket

Multi-scale version of ROCKET: a random convolutional kernel machine learning method

eeg_viewer

simple (and slow!) EEG viewer for Matlab

IF_estimation_PLEDs

MATLAB/OCTAVE code for estimating instantaneous frequency (IF); uses a time-frequency approach

fast_TFDs

Efficient Algorithms for Computing Quadratic Time-Frequency Distributions

transient_decomp_ssa

Method to extract transient components in cerebral oxygenation signals [Matlab-code]

hrv_features_neonates

Quantitative features of the heart rate variability for newborn infants [Matlab code]

plot_TFDs_SPmag_paper

Reproducing Time–Frequency Plots for Paper: 'Time–frequency processing of non-stationary signals to aid diagnosis', IEEE Signal Processing Magazine, Nov. 2013

rcSO2_temp_evolution

Code to accompany paper: Monitoring cerebral oxygenation of preterm infants using a neonatal specific sensor

nonstat_directional_coupling

Feature set for nonstationary directional coupling [MATLAB]

delivery_room_qEEG

Quantitative EEG (qEEG) features recorded minutes after birth