Rikkert Hindriks
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Department of Mathematics |
About me
I am assistant professor at the Department of Mathematics of the Vrije Universiteit Amsterdam. Previously I was a postdoc at the Clinical Neurophysiology Group of Michel van Putten at the Technical University (UT) Twente and at the Computational Neuroscience Research Group of Gustavo Deco at Universitat Pompeu Fabra (Barcelona, Spain).
Research
I am interested in the analysis and (forward/inverse/computational) modeling of heamodynamic (BOLD-fMRI) signals, extra-cellular electrophysiological signals recorded at different scales (local field potentials, electrocorticography, and scalp EEG), and magnetoencephalographic (MEG) signals. I am particularly interested in assessing statistical dependencies in (high-dimensional) time-series data and spatiotemporal dynamics. Currently I work on assessing higher-order statistical dependencies in multivariate electrophysiological signals in the context of the doctoral network Beyond The Edge using methods from generalized multivariate statistics, information theory, algebra and geometry.
Publications
Hindriks, R., Tewarie, P., Santos, F., and Millan, A. Implications of elliptical symmetry for four-point correlations in EEG brain oscillations. (in prep.)
Hindriks, R., van der Meulen, F., van Putten, M.J.A.M., and Tewarie, P.
Unraveling high-order interactions in electrophysiological brain signals using elliptical distributions: Moving beyond the Gaussian approximation.
(submitted)
Hindriks, R., Rot, T.O., van Putten, M.J.A.M., and Tewarie, P.
Building blocks of functional connectivity measures for time-domain electrophysiological brain signals
(submtted).
Hindriks, R., Broeders, T.A.A., Schoonheim, M.M., Douw, L., Santos, F., van Wieringen, W., and Tewarie, P.K.B. (2024)
Higher-order functional connectivity analysis of resting-state functional magnetic resonance imaging data using multivariate cumulants.
Human brain mapping 45(5).
Hindriks, R. (2024)
Characterization of second-order mixing effects in reconstructed cross-spectra of random neural fields.
Brain Topography, pp. 1-12.
Tewarie, P.K.B., Hindriks, R., Lai, Y.M., Sotiropoulos, S.N., Kringelbach, M., Deco, G (2023) Non-reversibility outperforms functional connectivity in characterisation of brain states in MEG data. NeuroImage 276.
Hindriks, R. and Tewarie, P.K.B. (2023) Dissociation between phase and power correlation networks in the human brain is driven by co-occurrent bursts. Communications biology 6(1).
Hindriks, R. (2021) Relation between the phase-lag index and lagged coherence for assessing interactions in EEG and MEG data Neuroimage: Reports 1(1), 100007
Aqil, M., Atasoy, S., Kringelbach, M.L., Hindriks, R. (2021) Graph neural fields: A framework for spatiotemporal dynamical models on the human connectome PLoS Computational Biology 17(1)
Hindriks, R. Adhikari, M.HM., Murayama, Y., Ganzetti, M., Mantini, D., and Logothetis, N.K. Deco, G. (2016) Can sliding-window correlations reveal dynamic functional connectivity in resting-state fMRI? Neuroimage: 127 pp. 242-256.
Hindriks, R. (2020) Lag-invariant detection of interactions in spatially-extended systems using linear inverse modeling PLos one 15(12), e0242715.
Hindriks, R., Arsiwalla, X.D., Panagiotaropoulos, T., Besserve, M., Verschure, P.F.M.J., Logothetis, N.K. Deco, G. (2016) Discrepancies between multi-electrode LFP and CSD phase-patterns: a forward modeling study Frontiers in neural circuits, 10(51).
Hindriks, R. (2020) A methodological framework for inverse-modeling of propagating cortical activity using MEG/EEG NeuroImage 223, 117345.
Hindriks, R., Mantini, R., Gravel, N., Deco, G. (2019) Latency analysis of resting-state BOLD-fMRI reveals traveling waves in visual cortex linking task-positive and task-negative networks NeuroImage 200, pp. 259-274
Hindriks, R. Micheli, C., Bosman, C.A., Oostenveld, R., Lewis, C., Mantini, D., Fries, P., Deco, G. (2018), Source-reconstruction of the sensorimotor network from resting-state macaque electrocorticography NeuroImage 181, pp. 347-358.
Hindriks, R., Schmiedt, J., and Arsiwalla, X.D., Peter, A., Verschure, P.F.M.J., Fries, P., Schmid, M.C., Deco, G. (2017) Linear distributed source modeling of local field potentials recorded with intra-cortical electrode arrays PloS one 12, e0187490
Hindriks, R., Micheli, C., Mantini, D., Deco, G. (2017) Human resting-state electrophysiological networks in the alpha frequency band: Evidence from magnetoencephalographic source imaging BioRxiv 142091
Jobst, B.M., Hindriks, R., Laufs, H., Tagliazucchi, E., aHahn, G., and Ponce-Alvarez, A., Stevner, A.B.A., Kringelbach, M.L., Deco, G. (2017) Increased stability and breakdown of brain effective connectivity during slow-wave sleep: mechanistic insights from whole-brain computational modelling Scientific reports 7(1), 4634
Kaplan, R., aAdhikari, M.H., Hindriks, R., Mantini, D., Murayama, Y., Logothetis, N.K., Deco, G. (2016) Hippocampal sharp-wave ripples influence selective activation of the default mode network Current Biology 26(5)., pp. 686-691.
Hindriks, R., Woolrich, M., Luckhoo, H., Joensson, M., Mohseni, H., Kringelbach, M.L., Deco, G. (2015) Role of white-matter pathways in coordinating alpha oscillations in resting visual cortex NeuroImage 106, pp, 328-339.
Hindriks, R., van Putten, M.J.A.M., Deco, G. (2014) Intra-cortical propagation of EEG alpha oscillations Neuroimage 103, pp. 444-453.
Hindriks, R., van Putten, M.J.A.M. (2013) Thalamo-cortical mechanisms underlying changes in amplitude and frequency of human alpha oscillations Neuroimage 70, pp. 150-163.
Hindriks, R., Meijer, H.G.E., van Gils, S.A., van Putten, M.J.A.M. (2013) Phase-locking of epileptic spikes to ongoing delta oscillations in non-convulsive status epilepticus Frontiers in systems neuroscience 7(111).
Hindriks, R., van Putten, M.J.A.M. (2012) Meanfield modeling of propofol-induced changes in spontaneous EEG rhythms Neuroimage 60(4), pp. 2323-2334.
Hindriks, R., Jansen, R., Bijma, F., Mansvelder, H.D., de Gunst, M.C.M., van der Vaart, A.W. (2011) Unbiased estimation of Langevin dynamics from time series with application to hippocampal field potentials in vitro Phys Rev E 84(2), 021133.
Hindriks, R., Bijma, F., van Dijk, B.W., van der Werf, Y.D., van Someren, E.J.W., Van Der Vaart, A.W. (2011) Dynamics underlying spontaneous human alpha oscillations: a data-driven approach NeuroImage 57(2), pp. 440-451.
Hindriks, R., Bijma, F., van Dijk, B.W., Stam, C.J., van der Werf, Y.D., van Someren, E.J.W., de Munck, J.C., van der Vaart, A.W. (2011) Data-driven modeling of phase interactions between spontaneous MEG oscillations Human brain mapping 32(7), pp. 1161-1178