Personal profile
Expertises
functional brain imaging, machine learning, brain connectivity, causal modelling, signal processing, magnetic resonance imaging, electroencephalography, transcranial brain stimulation, Bayesian statistics.
Main research areas
My research interests are mainly focused on modeling and analysis of neuroimaging data, such as electroenchalography (EEG), (functional) magnetic resonance imaging ((f)MRI), transcranial magnetic/current stimulation, eye-tracking and behavioral variables. The research span from application of existing analysis methods in neuroimaging experiments to the development of novel machine learning methods for the analysis of neuroimaging data and simulation/modeling of electromagnetic fields in brain stimulation methods.
Current research
My current research is concerned with analysis of neuroimaging data using machine learning techniques. In particular, a current focus area is modelling of effective connectivity/causal relations from neuroimaging data, we here aim to perform state informed interventions via brain stimulation to enable causal discovery in brain imaging data.
External positions
Technical University of Denmark
Fingerprint
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Collaborations and top research areas from the last five years
Research output
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Blunted response of caudal locus coeruleus to arousing stimuli in Parkinson's disease
Lund, A. E., Madelung, C. F., Madsen, K. H., Thomsen, B. L. C., Løkkegaard, A., Meder, D. & Siebner, H. R., 24 Mar 2026, (E-pub ahead of print) In: Brain : a journal of neurology.Research output: Contribution to journal › Journal article › Research › peer-review
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A Leadfield-Free Optimization Framework for Transcranially Applied Electric Currents
Weise, K., Madsen, K. H., Worbs, T., Knösche, T. R., Korshøj, A. & Thielscher, A., Sept 2025, In: Computers in Biology and Medicine. 195, 13 p., 110648.Research output: Contribution to journal › Journal article › Research › peer-review
1 Citation (Scopus) -
Assessing tumor microstructure with time-dependent diffusion imaging: Considerations and feasibility on clinical MRI and MRI-Linac
Jokivuolle, M., Mahmood, F., Madsen, K. H., Harbo, F. S. G., Johnsen, L. & Lundell, H., Jan 2025, In: Medical Physics. 52, 1, p. 346-361 16 p.Research output: Contribution to journal › Journal article › Research › peer-review
3 Citations (Scopus) -
Emergent technologies in clinical neurophysiology to study the central nervous system: IFCN handbook chapter
Guggisberg, A. G., Siebner, H. R., Lundell, H., Madsen, M. A. J., Madsen, K. H., Wiggermann, V., Mégevand, P., Proix, T., Dalal, S. S., Grouiller, F., Vulliémoz, S., Ušćumlić, M. & Marchesotti, S., Oct 2025, In: Clinical Neurophysiology. 178, 19 p., 2110942.Research output: Contribution to journal › Review › peer-review
1 Citation (Scopus) -
Fast FEM-based electric field calculations for transcranial magnetic stimulation
Cao, F., Madsen, K. H., Worbs, T., Puonti, O., Siebner, H. R., Schmitgen, A., Kunz, P. & Thielscher, A., 21 May 2025, In: Journal of Neural Engineering. 22, 3, 034001.Research output: Contribution to journal › Journal article › Research › peer-review
6 Citations (Scopus)
Activities
- 13 Lecture and oral contribution
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Automated and Robust Segmentation of the Human Head Anatomy
Puonti, O. (Other), Van Leemput, K. (Other), Duemose Nielsen, J. (Other), Madsen, K. H. (Other) & Thielscher, A. (Other)
25 Jul 2019Activity: Talk or presentation › Lecture and oral contribution
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SimNIBS 3: Simulation, Optimization & Uncertainty Quantification for Transcranial Brain Stimulation
Saturnino, G. B. (Other), Puonti, O. (Other), Madsen, K. H. (Other) & Thielscher, A. (Lecturer)
13 Jun 2019Activity: Talk or presentation › Lecture and oral contribution
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Can fatigue be measured – a multimodal imaging study.
Bauer, C. (Lecturer), Svolgaard, O. (Lecturer), Andersen, K. W. (Lecturer), Madsen, K. H. (Lecturer), Sellebjerg, F. T. (Lecturer), Dyrby, T. B. (Lecturer) & Siebner, H. R. (Lecturer)
7 Oct 2016Activity: Talk or presentation › Lecture and oral contribution
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Neural correlates of motor fatigue and fatigability in multiple sclerosis - a functional MRI study.
Svolgaard, O. M. R. (Lecturer), Andersen, K. W. (Lecturer), Bauer, C. (Lecturer), Madsen, K. H. (Lecturer), Blinkenberg, M. B. (Lecturer), Sellebjerg, F. T. (Lecturer) & Siebner, H. R. (Lecturer)
28 May 2016Activity: Talk or presentation › Lecture and oral contribution
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Neural correlates of motor fatigue and fatigability in multiple sclerosis - a functional MRI study.
Svolgaard, O. M. R. (Lecturer), Andersen, K. W. (Lecturer), Bauer, C. (Lecturer), Madsen, K. H. (Lecturer), Raffin, E. E. (Lecturer), Blinkenberg, M. B. (Lecturer), Sellebjerg, F. T. (Lecturer) & Siebner, H. R. (Lecturer)
29 Apr 2016Activity: Talk or presentation › Lecture and oral contribution