dataset: https://zenodo.org/records/15572614
Core EEG / signal / time-series
eeg eeg-analysis neural-signal-processing signal-analysis signal-processing multichannel-time-series time-series-analysis nonlinear-time-series biomedical-signal-processing brain-signal-analysis analytic-signal hilbert-transform state-space-analysis phase-space-reconstruction delay-embedding attractor-reconstruction
Spectral / frequency / time-frequency
spectral-analysis power-spectral-density psd welch-method fast-fourier-transform fft lomb-scargle periodogram wavelet-transform continuous-wavelet-transform short-time-fourier-transform stft time-frequency-analysis band-power frequency-domain-analysis spectral-entropy spectral-centroid spectral-edge-frequency harmonics-detection phase-synchronization coherence-analysis functional-connectivity
Entropy / complexity
entropy entropy-measures complexity-measures complexity-science multiscale-entropy sample-entropy approximate-entropy transfer-entropy kolmogorov-sinai-entropy entropy-rate spectral-entropy feature-extraction
Dynamical systems / chaos / nonlinear methods
dynamical-systems nonlinear-dynamics chaos chaos-theory lyapunov-exponents lyapunov-spectrum largest-lyapunov-exponent kaplan-yorke-dimension correlation-dimension false-nearest-neighbors surrogate-data iaaft rosenstein-method kantz-method wolf-algorithm benettin-algorithm convergent-cross-mapping ccm nonlinear-coupling chaos-control ogy-method pyragas-control arnold-tongues mode-locking
Fractal / multifractal
fractal-analysis fractal-dimension higuchi-fractal-dimension katz-fractal-dimension multifractal-analysis mfdfa detrended-fluctuation-analysis dfa hurst-exponent wavelet-fractal-analysis
Topology / TDA / graphs
topology topological-data-analysis tda persistent-homology betti-numbers rips-complex network-science graph-theory graph-analysis weighted-networks community-detection modularity small-world-networks global-efficiency graph-metrics network-neuroscience
Geometry / manifolds / curvature
manifolds manifold-learning state-space-geometry intrinsic-geometry metric-geometry non-euclidean-geometry riemannian-geometry spd-manifold covariance-manifold affine-invariant-metric geodesics geodesic-interpolation geodesic-network riemann-curvature riemann-curvature-tensor ricci-curvature scalar-curvature sectional-curvature riemannian-barycenter parallel-transport curvature-analysis curvature-hotspots tangent-space
Hermitian / Kähler / Banach / Finsler / related geometry
hermitian-geometry hermitian-manifold kahler-geometry k-form banach-geometry banach-manifold finsler-geometry minkowski-space lie-groups so2 local-metric-field
Quantum-like / information-geometric
quantum-inspired quantum-like quantum-information density-matrix von-neumann-entropy quantum-coherence effective-rank hermitian-matrices positive-semidefinite
Manifold dynamics
local-curvature bootstrap-stability temporal-dynamics episode-analysis motif-discovery motif-manifold corridor-atlas geometric-dynamics dynamical-regimes stable-episodes near-flat-states state-cloud analytic-state-cloud
EEG-Chaos-Kuramoto-Neural-Net by Synthetic Intelligence Labs is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.
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