Advancing the non-invasive assessment of brain communication in neurological disease

Información del proyecto

TrueBrainConnect

Identificador del acuerdo de subvención: 758985

DOI

10.3030/758985

Proyecto cerrado

Fecha de la firma de la CE 14 Marzo 2018

Fecha de inicio 1 Enero 2019

Fecha de finalización 31 Diciembre 2024

Financiado con arreglo a

• EXCELLENT SCIENCE - European Research Council (ERC)

Coste total

€ 1 499 875,00

Aportación de la UE

€ 1 499 875,00

Coordinado por

TECHNISCHE UNIVERSITAT BERLIN
Germany

CORDIS proporciona enlaces a los documentos públicos y las publicaciones de los proyectos de los programas marco HORIZONTE.

Los enlaces a los documentos y las publicaciones de los proyectos del Séptimo Programa Marco, así como los enlaces a algunos tipos de resultados específicos, como conjuntos de datos y «software», se obtienen dinámicamente de OpenAIRE .

Publicaciones

Conference proceedings (17)

Joint Hierarchical Bayesian Learning of Sources and Noise for M/EEG Brain Source Imaging

Autores: Ali Hashemi, Chang Cai, Yijing Gao, Sanjay Ghosh, Klaus-Robert Müller, Srikantan S. Nagara- jan, Stefan Haufe
Publicado en: Abstracts of Neural Traces 2024 - Advanced M/EEG Methods and Clinical Applications Workshop, 2025
Editor: TU Berlin

A state-space model for inferring effective connectivity of latent neural dynamics from simultaneous EEG/fMRI

Autores: Tao Tu, John Paisley, Stefan Haufe, Paul Sajda
Publicado en: Advances in Neural Information Processing Systems, Edición 32, 2019, Página(s) 4662-4671
Editor: Neural Information Processing Systems

Integrating subdural EEG-derived spectral and functional connectivity features of focal seizures to improve delineation of the epileptogenic zone

Autores: Margarita Sison, Kara Götz, Tin Jurhar, Martin Holtkamp, Bernd Vorderwülbecke, Stefan Haufe
Publicado en: Abstracts of Neural Traces 2024 - Advanced M/EEG Methods and Clinical Applications Workshop, 2025
Editor: TU Berlin

ROIconnect: An open-source EEGLAB plugin for linear and non-linear functional connectivity analysis between brain source regions of interest

Autores: Tien Dung Nguyen, Franziska Pellegrini, Zixuan Liu, Arnaud Delorme, Stefan Haufe
Publicado en: Abstracts of Neural Traces 2024 - Advanced M/EEG Methods and Clinical Applications Workshop, 2025
Editor: TU Berlin

The effect of whitening on explanation performance

Autores: Benedict Clark, Stoyan Karastoyanov, Rick Wilming, Stefan Haufe
Publicado en: IAI Workshop @ NeurIPS 2024, 2024
Editor: Neural Information Processing Systems Foundation

Distinguishing between- from within-site phase-amplitude coupling using antisymmetrized bispectra

Autores: Franziska Pellegrini, Tien Dung Nguyen, Taliana Herrera, Vadim Nikulin, Guido Nolte, Stefan Haufe
Publicado en: Abstracts of Neural Traces 2024 - Advanced M/EEG Methods and Clinical Applications Workshop, 2025
Editor: TU Berlin

Understanding brain function development and heterogeneity using normative modeling in a pediatric rs-EEG dataset

Autores: Nikita Agarwal, Tzvetan Popov, Marius Tröndle, Nicolas Langer, Stefan Haufe
Publicado en: Abstracts of Neural Traces 2024 - Advanced M/EEG Methods and Clinical Applications Workshop, 2025
Editor: TU Berlin

Evaluating the reconstruction of complex network measures of functional brain connectivity from M/EEG data

Autores: Veronika Shamova, Subhi Arafat, Stefan Haufe
Publicado en: Abstracts of Neural Traces 2024 - Advanced M/EEG Methods and Clinical Applications Workshop, 2025
Editor: TU Berlin

Robustly Estimating Transmission Time Delays under Mixed Noise Influence with Novel Cross- and Bispectrum Methods

Autores: Tin Jurhar, Franziska Pellegrini, Ana I. Nunes del Toro, Guido Nolte, Stefan Haufe
Publicado en: Abstracts of Neural Traces 2024 - Advanced M/EEG Methods and Clinical Applications Workshop, 2025
Editor: TU Berlin

Multivariate connectivity methods in the MNE-Python toolbox

Autores: Thomas S. Binns, Mohammad Orabe, Tien Dung Nguyen, Richard M. Köhler, Franziska Pellegrini, Stefan Haufe
Publicado en: Abstracts of Neural Traces 2024 - Advanced M/EEG Methods and Clinical Applications Workshop, 2025
Editor: TU Berlin

Theoretical Behavior of XAI Methods in the Presence of Suppressor Variables

Autores: Wilming, Rick; Kieslich, Leo; Clark, Benedict; Haufe, Stefan
Publicado en: Proceedings of the 40th International Conference on Machine Learning, PMLR, Edición 202, 2023, Página(s) 37091-37107
Editor: PMLR
DOI: 10.48550/arxiv.2306.01464

Investigating the effect of noise-level misspecification in M/EEG inverse solutions

Autores: Anuja Negi, Stefan Haufe, Alexandre Gramfort, Ali Hashemi
Publicado en: Abstracts of Neural Traces 2024 - Advanced M/EEG Methods and Clinical Applications Workshop, 2025
Editor: TU Berlin

The normal ranges of robust MEG functional connectomes as functions of age and gender

Autores: Veronika Shamova, Elena Cesnaite, Vadim Nikulin, Stefan Haufe
Publicado en: Abstracts of Neural Traces 2024 - Advanced M/EEG Methods and Clinical Applications Workshop, 2025
Editor: TU Berlin

Position: XAI needs formal notions of explanation correctness

Autores: Stefan Haufe, Rick Wilming, Benedict Clark, Rustam Zhumagambetov, Danny Panknin, Ahcène Boubekki
Publicado en: IAI Workshop @ NeurIPS 2024, 2024
Editor: Neural Information Processing Systems Foundation

Efficient hierarchical Bayesian inference for spatio-temporal regression models in neuroimaging

Autores: Ali Hashemi, Yijing Gao, Chang Cai, Sanjay Ghosh, Klaus Robert Muller, Srikantan Nagarajan, Stefan Haufe
Publicado en: Advances in Neural Information Processing Systems, Edición 34, 2021
Editor: Neural Information Processing Systems

PyBispectra: an open-source toolbox for advanced electrophysiological signal processing using the bispectrum

Autores: Thomas S. Binns, Franziska Pellegrini, Tin Jurhar, Stefan Haufe
Publicado en: Abstracts of Neural Traces 2024 - Advanced M/EEG Methods and Clinical Applications Workshop, 2025
Editor: TU Berlin

Enhancing Brain Source Reconstruction Through Pseudo-Inverse Initialization and 3D Neural Networks

Autores: Marco Morik, Ali Hashemi, Klaus-Robert Müller, Stefan Haufe, Shinichi Nakajima
Publicado en: Abstracts of Neural Traces 2024 - Advanced M/EEG Methods and Clinical Applications Workshop, 2025
Editor: TU Berlin

Peer reviewed articles (23)

Correlated Components Analysis - Extracting Reliable Dimensions in Multivariate Data

Autores: Lucas C. Parra, Stefan Haufe, Jacek P. Dmochowski
Publicado en: Neurons, Behavior, Data analysis, and Theory, Edición 2, 2024, ISSN 2690-2664
Editor: NBDT
DOI: 10.51628/001c.7125

Identifying good practices for detecting inter-regional linear functional connectivity from EEG

Autores: Franziska Pellegrini; Arnaud Delorme; Vadim Nikulin; Stefan Haufe
Publicado en: NeuroImage, Edición 277, 2023, Página(s) 120218, ISSN 1095-9572
Editor: 1053-8119
DOI: 10.1101/2022.10.05.510753

Machine learning models predict the emergence of depression in Argentinean college students during periods of COVID-19 quarantine

Autores: Lorena Cecilia López Steinmetz, Margarita Sison, Rustam Zhumagambetov, Juan Carlos Godoy, Stefan Haufe
Publicado en: Frontiers in Psychiatry, Edición 15, 2024, ISSN 1664-0640
Editor: Frontiers Research Foundation
DOI: 10.3389/fpsyt.2024.1376784

Performance reserves in brain-imaging-based phenotype prediction

Autores: Marc-Andre Schulz; Danilo Bzdok; Stefan Haufe; John-Dylan Haynes; Kerstin Ritter
Publicado en: Cell Reports, Edición 43(1), 2024, Página(s) 113597, ISSN 2639-1856
Editor: Cell Press
DOI: 10.1016/j.celrep.2023.113597

Benchmarking the influence of pre-training on explanation performance in MR image classification

Autores: Marta Oliveira; Rick Wilming; Benedict Clark; Céline Budding; Fabian Eitel; Kerstin Ritter; Stefan Haufe; Stefan Haufe; Stefan Haufe
Publicado en: Frontiers in Artificial Intelligence, Edición 7, 2024, Página(s) 1330919, ISSN 2624-8212
Editor: FrontiersIn
DOI: 10.3389/frai.2024.1330919

XAI-TRIS: non-linear image benchmarks to quantify false positive post-hoc attribution of feature importance

Autores: Benedict Clark, Rick Wilming, Stefan Haufe
Publicado en: Machine Learning, Edición 113, 2024, Página(s) 6871-6910, ISSN 0885-6125
Editor: Kluwer Academic Publishers
DOI: 10.1007/s10994-024-06574-3

Shared pathway-specific network mechanisms of dopamine and deep brain stimulation for the treatment of parkinson\textquoterights disease

Autores: T. S. Binns, R. M. Köhler, J. Vanhoecke, M. Chikermane, M. Gerster, T. Merk, F. Pellegrini, J. L. Busch, J. G. V. Habets, A. Cavallo, J.-C. Beyer, B. Al-Fatly, N. Li, A. Horn, P. Krause, K. Faust, G.-H. Schneider, S. Haufe, A. A. Kühn, and W.-J. Neumann
Publicado en: Nature Communications, 2025, ISSN 2041-1723
Editor: Nature Publishing Group

Unification of sparse Bayesian learning algorithms for electromagnetic brain imaging with the majorization minimization framework

Autores: Ali Hashemi, Chang Cai, Gitta Kutyniok, Klaus-Robert Müller, Srikantan S. Nagarajan, Stefan Haufe
Publicado en: NeuroImage, Edición 239, 2021, Página(s) 118309, ISSN 1053-8119
Editor: Academic Press
DOI: 10.1016/j.neuroimage.2021.118309

Scrutinizing XAI using linear ground-truth data with suppressor variables

Autores: Rick Wilming, Céline Budding, Klaus-Robert Müller, Stefan Haufe
Publicado en: Machine Learning, Edición 111, 2022, Página(s) 1903-1923, ISSN 1573-0565
Editor: Springer
DOI: 10.1007/s10994-022-06167-y

Cortical networks of parkinsonian gait: a metabolic and functional connectivity study

Autores: Franziska Pellegrini, Nicoló G. Pozzi, Chiara Palmisano, Giorgio Marotta, Andreas Buck, Stefan Haufe, Ioannis U. Isaias
Publicado en: Annals of Clinical and Translational Neurology, Edición 11 (10), 2024, Página(s) 2597 – 2608, ISSN 2328-9503
Editor: Wiley
DOI: 10.1101/2023.10.09.23296653

Dopamine and deep brain stimulation accelerate the neural dynamics of volitional action in Parkinson's disease

Autores: Richard M Köhler, Thomas S Binns, Timon Merk, Guanyu Zhu, Zixiao Yin, Baotian Zhao, Meera Chikermane, Jojo Vanhoecke, Johannes L Busch, Jeroen G V Habets, Katharina Faust, Gerd-Helge Schneider, Alessia Cavallo, Stefan Haufe, Jianguo Zhang, Andrea A Kühn, John-Dylan Haynes, Wolf-Julian Neumann
Publicado en: Brain, Edición 147, 2024, Página(s) 3358-3369, ISSN 0006-8950
Editor: Oxford University Press
DOI: 10.1093/brain/awae219

Pallidal Recordings in Chronically Implanted Dystonic Patients: Mitigation of Tremor-Related Artifacts

Autores: Jasmin Del Vecchio Del Vecchio; Ibrahem Hanafi; Nicoló Gabriele Pozzi; Philipp Capetian; Ioannis U. Isaias; Stefan Haufe; Chiara Palmisano
Publicado en: Bioengineering, Edición 10(2), 2023, Página(s) 476, ISSN 2306-5354
Editor: MDPI
DOI: 10.3390/bioengineering10040476

Robust estimation of noise for electromagnetic brain imaging with the champagne algorithm

Autores: Chang Cai, Ali Hashemi, Mithun Diwakar, Stefan Haufe, Kensuke Sekihara, Srikantan S. Nagarajan
Publicado en: NeuroImage, Edición 225, 2021, Página(s) 117411, ISSN 1053-8119
Editor: Academic Press
DOI: 10.1016/j.neuroimage.2020.117411

Joint Learning of Full-Structure Noise in Hierarchical Bayesian Regression Models

Autores: Ali Hashemi; Chang Cai; Yijing Gao; Sanjay Ghosh; Klaus-Robert Müller; Srikantan S. Nagarajan; Stefan Haufe
Publicado en: IEEE Transactions on Medical Imaging, Edición 43(2), 2022, Página(s) 610 - 624, ISSN 0278-0062
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tmi.2022.3224085

EXACT: Towards a platform for empirically benchmarking machine learning model explanation methods

Autores: Benedict Clark, Rick Wilming, Artur Dox, Paul Eschenbach, Sami Hached, Daniel Jin Wodke, Michias Taye Zewdie, Uladzislau Bruila, Marta Oliveira, Hjalmar Schulz, Luca Matteo Cornils, Danny Panknin, Ahcène Boubekki, Stefan Haufe
Publicado en: Measurement: Sensors, 2025, Página(s) 101794, ISSN 2665-9174
Editor: Elsevier
DOI: 10.1016/j.measen.2024.101794

Quantifying the Effect of Demixing Approaches on Directed Connectivity Estimated Between Reconstructed EEG Sources

Autores: Alessandra Anzolin, Paolo Presti, Frederik Van De Steen, Laura Astolfi, Stefan Haufe, Daniele Marinazzo
Publicado en: Brain Topography, Edición 32/4, 2019, Página(s) 655-674, ISSN 0896-0267
Editor: Kluwer Academic/Plenum Publishers
DOI: 10.1007/s10548-019-00705-z

Gait Event Prediction Using Surface Electromyography in Parkinsonian Patients

Autores: Stefan Haufe; Ioannis U. Isaias; Franziska Pellegrini; Chiara Palmisano
Publicado en: Bioengineering, Edición 10(2), 2023, Página(s) 212, ISSN 2306-5354
Editor: MDPI
DOI: 10.3390/bioengineering10020212

Relationship between regional white matter hyperintensities and alpha oscillations in older adults

Autores: Deniz Kumral, Elena Cesnaite, FraukeBeyer, Simon M. Hofmann, Tilman Hensch, Christian Sander, Ulrich Hegerl, Stefan Haufe, Arno Villringer, A. Veronica Witte, Vadim V. Nikulin
Publicado en: Neurobiology of Aging, Edición 01974580, 2022, Página(s) 1-11, ISSN 0197-4580
Editor: Elsevier BV
DOI: 10.1016/j.neurobiolaging.2021.10.006

Empirical Bayesian localization of event-related time-frequency neural activity dynamics

Autores: Chang Cai, Leighton Hinkley, Yijing Gao, Ali Hashemi, Stefan Haufe, Kensuke Sekihara, Srikantan S. Nagarajan
Publicado en: NeuroImage, Edición 258, 2024, Página(s) 119369, ISSN 1053-8119
Editor: Academic Press
DOI: 10.1016/j.neuroimage.2022.119369

Sensorimotor Functional Connectivity: A Neurophysiological Factor Related to BCI Performance

Autores: Carmen Vidaurre, Stefan Haufe, Tania Jorajuría, Klaus-Robert Müller, Vadim V. Nikulin
Publicado en: Frontiers in Neuroscience, Edición 14, 2020, ISSN 1662-453X
Editor: Frontiers
DOI: 10.3389/fnins.2020.575081

Test–retest reliability of resting‐state EEG in young and older adults

Autores: Popov, Tzvetan; Tröndle, Marius; Barańczuk-Turska, Zofia; Pfeiffer, Christian; Haufe, Stefan; Langer, Nicolas
Publicado en: Psychophysiology, Edición 60, 2023, Página(s) e14268, ISSN 0048-5772
Editor: Blackwell Publishing Inc.
DOI: 10.1111/psyp.14268

A benchmark for prediction of psychiatric multimorbidity from resting EEG data in a large pediatric sample

Autores: Langer, Nicolas; Plomecka, Martyna Beata; Tröndle, Marius; Negi, Anuja; Popov, Tzvetan; Milham, Michael; Haufe, Stefan
Publicado en: NeuroImage, Edición 258, 2022, Página(s) 119348, ISSN 1053-8119
Editor: Academic Press
DOI: 10.1016/j.neuroimage.2022.119348

Temporal Signatures of Criticality in Human Cortical Excitability as Probed by Early Somatosensory Responses

Autores: Tilman Stephani, Gunnar Waterstraat, Stefan Haufe, Gabriel Curio, Arno Villringer, Vadim V. Nikulin
Publicado en: The Journal of Neuroscience, Edición 40/34, 2020, Página(s) 6572-6583, ISSN 0270-6474
Editor: Society for Neuroscience
DOI: 10.1523/jneurosci.0241-20.2020

Monographic books (1)

Abstracts of Neural Traces 2024 - Advanced M/EEG Methods and Clinical Applications Workshop

Autores: Stefan Haufe, Laura Marzetti, Nikita Agarwal, Margarita Sison, Tien Dung Nguyen, (Editors)
Publicado en: 2025
Editor: TU Berlin
DOI: 10.14279/depositonce-21073

Thesis and dissertations (2)

Advances in hierarchical Bayesian learning with applications to neuroimaging

Autores: Ali Hashemi
Publicado en: 2023
Editor: TU Berlin
DOI: 10.14279/depositonce-18490

Validated novel pipelines to study linear and non-linear be-tween-site functional brain interaction with application in Parkin-sonian gait

Autores: Franziska Pellegrini
Publicado en: 2025
Editor: FU Berlin

Other (3)

Estimating Time Delays between Signals under Mixed Noise Influence with Novel Cross- and Bispectral Methods

Autores: Tin Jurhar, Franziska Pellegrini, Ana I. Nuñes del Toro, Tilman Stephani, Guido Nolte, Stefan Haufe
Publicado en: ArXiv preprint server, 2025
Editor: ArXiv preprint server

Effect of MRI Defacing on EEG Forward and Inverse Modeling

Autores: Angela Mitrovska, Stefan Haufe
Publicado en: biorXiv preprint server, 2025
Editor: Cold Spring Harbor Laboratory
DOI: 10.1101/2025.03.11.642561

How forgiving are M/EEG inverse solutions to noise level misspecification? An excursion into the BSI-Zoo

Autores: Anuja Negi, Stefan Haufe, Alexandre Gramfort, Ali Hashemi
Publicado en: biorXiv preprint server, 2025
Editor: Cold Spring Harbor Laboratory
DOI: 10.1101/2025.03.12.642831