NeuralManifoldDynamics: A Versioned Measurement Contract for Low-Dimensional Neural-Manifold Trajectories

NeuralManifoldDynamics defines a versioned ingest-layer measurement contract for deriving canonical 3D neural-manifold trajectories, stratified 9D coordinates, and local Jacobian-based dynamical summaries from (i)EEG, fMRI and MEG (beta version). The system emphasizes deterministic preprocessing, explicit coverage handling, regional manifold dynamics, and auditable HDF5 outputs, providing a reproducible measurement layer for downstream dynamical analysis rather than interpretive inference. Github link to NeuralManifoldDynamics

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-06-29
DOI
https://doi.org/10.5281/zenodo.21024989
Primary Topic
Functional Brain Connectivity Studies
Type
article
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article

NeuralManifoldDynamics: A Versioned Measurement Contract for Low-Dimensional Neural-Manifold Trajectories

Robin Langell
Zenodo (CERN European Organization for Nuclear Research)
Functional Brain Connectivity Studies
article

NeuralManifoldDynamics: A Versioned Measurement Contract for Low-Dimensional Neural-Manifold Trajectories

Robin Langell
article en

Abstract

NeuralManifoldDynamics defines a versioned ingest-layer measurement contract for deriving canonical 3D neural-manifold trajectories, stratified 9D coordinates, and local Jacobian-based dynamical summaries from (i)EEG, fMRI and MEG (beta version). The system emphasizes deterministic preprocessing, explicit coverage handling, regional manifold dynamics, and auditable HDF5 outputs, providing a reproducible measurement layer for downstream dynamical analysis rather than interpretive inference. Github link to NeuralManifoldDynamics

Zenodo (CERN European Organization for Nuclear Research)
Kemakta Konsult (SE)
Openalex Percentile: Top 6%
Functional Brain Connectivity Studies
DOIOpen Access PDFOpenAlex
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NeuralManifoldDynamics: A Versioned Measurement Contract for Low-Dimensional Neural-Manifold Trajectories — Robin Langell · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS