• Richard Petersens Plads, 321, 118

    2800 Kgs. Lyngby

    Denmark

20042021
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Research Output 2005 2020

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Article in proceedings
2019

Analysis of Chromatographic Data using the Probabilistic PARAFAC2

Jørgensen, P. J. H., Nielsen, S. F. V., Hinrich, J. L., Schmidt, M. N., Madsen, K. H. & Mørup, M., 2019, Proceedings of Second Workshop on Machine Learning and the Physical Sciences. 5 p.

Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

2018

Evaluating Models of Dynamic Functional Connectivity Using Predictive Classification Accuracy

Nielsen, S. F. V., Levin-Schwartz, Y., Vidaurre, D., Adali, T., Calhoun, V. D., Madsen, K. H., Hansen, L. K. & Mørup, M., 2018, Proceedings of 2018 IEEE International Conference on Acoustics, Speech and Signal Processing. IEEE, p. 2566-2570

Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

16 Downloads (Pure)

Skull segmentation from MR scans using a higher-order shape model based on convolutional restricted Boltzmann machines

Puonti, O., Van Leemput, K., Nielsen, J. D., Bauer, C., Siebner, H. R., Madsen, K. H. & Thielscher, A., 2018, Medical Imaging 2018: Image Processing. E. D. A. & B. A. L. (eds.). SPIE - International Society for Optical Engineering, Vol. 10574. 8 p. (Proceedings of SPIE, the International Society for Optical Engineering).

Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

Open Access
File

Testing group differences in state transition structure of dynamic functional connectivity models

Nielsen, S. F. V., Vidaurre, D., Madsen, K. H., Schmidt, M. N. & Mørup, M., 2018, Proceedings of 2018 International Workshop on Pattern Recognition in Neuroimaging. IEEE, p. 1-4

Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

3 Downloads (Pure)

Variational bayesian partially observed non-negative tensor factorization

Hinrich, J. L., Nielsen, S. F. V., Madsen, K. H. & Mørup, M., 2018, Proceedings of 2018 IEEE 28th International Workshop on Machine Learning for Signal Processing. IEEE, p. 1-6 6 p.

Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

2017

Deep convolutional neural networks for interpretable analysis of EEG sleep stage scoring

Vilamala, A., Madsen, K. H. & Hansen, L. K., 2017, Proceedings of the 2017 IEEE 27th International Workshop on Machine Learning for Signal Processing (MLSP). IEEE, 6 p.

Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

290 Downloads (Pure)

Modeling dynamic functional connectivity using a wishart mixture model

Nielsen, S. F. V., Madsen, K. H., Schmidt, M. N. & Mørup, M., 2017, Proceedings of the 2017 International Workshop on Pattern Recognition in Neuroimaging. IEEE, p. 1-4 4 p. (2017 International Workshop on Pattern Recognition in Neuroimaging (prni)).

Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

Open Access
File

Scalable group level probabilistic sparse factor analysis

Hinrich, J. L., Nielsen, S. F. V., Riis, N. A. B., Eriksen, C., Frøsig, J., Kristensen, M. D. F., Schmidt, M. N., Madsen, K. H. & Mørup, M., 2017, Proceedings of 2017 IEEE International Conference on Acoustics, Speech and Signal Processing. IEEE, p. 6314-6318 (I E E E International Conference on Acoustics, Speech and Signal Processing. Proceedings).

Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

Whole-brain functional connectivity predicted by indirect structural connections

Røge, R., Ambrosen, K. M. S., Albers, K. J., Eriksen, C. T., Liptrot, M. G., Schmidt, M. N., Madsen, K. H. & Mørup, M., 2017, Proceedings of 2017 International Workshop on Pattern Recognition in Neuroimaging . IEEE, p. 4 pp. (2017 International Workshop on Pattern Recognition in Neuroimaging (prni)).

Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

2016
1 Downloads (Pure)

Independent vector analysis for capturing common components in fMRI group analysis

Engberg, A. M. E., Andersen, K. W., Mørup, M. & Madsen, K. H., 2016, Proceedings of the 6th International Workshop on Pattern Recognition in Neuroimaging (PRNI 2016). IEEE, 4 p.

Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

Variational group-PCA for intrinsic dimensionality determination in fMRI data

Hinrich, J. L., Nielsen, S. F. V., Madsen, K. H. & Mørup, M., 2016, Proceedings of the 6th International Workshop on Pattern Recognition in Neuroimaging (PRNI 2016). IEEE, 4 p.

Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

2015

Unsupervised segmentation of task activated regions in fmRI

Røge, R., Madsen, K. H., Schmidt, M. N. & Mørup, M., 2015, Proceedings of the 25th IEEE International Workshop on Machine Learning for Signal Processing (MLSP 2015). IEEE, 6 p.

Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

2012

Decoding Complex Cognitive States Online by Manifold Regularization in Real-Time fMRI

Hansen, T. J., Hansen, L. K. & Madsen, K. H., 2012, Machine Learning and Interpretation in Neuroimaging: International Workshop, MLINI 2011, Held at NIPS 2011, Sierra Nevada, Spain, December 16-17, 2011, Revised Selected and Invited Contributions. Springer, p. 76-83 (Lecture Notes in Computer Science, Vol. 7263).

Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

Identification of Functional Clusters in the Striatum Using Infinite Relational Modeling

Andersen, K. W., Madsen, K. H., Siebner, H., Hansen, L. K. & Mørup, M., 2012, Machine Learning and Interpretation in Neuroimaging: International Workshop, MLINI 2011, Held at NIPS 2011, Sierra Nevada, Spain, December 16-17, 2011, Revised Selected and Invited Contributions. Springer, p. 226-233 (Lecture Notes in Computer Science, Vol. 7263).

Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

Visualization of Nonlinear Classification Models in Neuroimaging - Signed Sensitivity Maps

Rasmussen, P. M., Schmah, T., Madsen, K. H., Lund, T. E., Yourganov, G., Strother, S. C. & Hansen, L. K., 2012, BIOSIGNALS 2012 - Proceedings of the International Conference on Bio-inspired Systems and Signal Processing. SciTePress, p. 254-263

Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

2009

Unified ICA-SPM analysis of fMRI experiments: Implementation of an ICA graphical user interface for the SPM pipeline

Bjerre, T., Henriksen, J., Nielsen, C. H., Rasmussen, P. M., Hansen, L. K. & Madsen, K. H., 2009, Biosignals 2009: Proceedings Of The International Conference on Bio-Inspired Systems and Signal Processing. Springer Publishing Company, p. 316-321

Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

2008
831 Downloads (Pure)

Approximate L0 constrained Non-negative Matrix and Tensor Factorization

Mørup, M., Madsen, K. H. & Hansen, L. K., 2008, 2008 IEEE International Symposium on Circuits and Systems: ISCAS 2008 (Special Session on Non-negative matix and Tensor Factorization). IEEE

Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

Open Access
File
2007
450 Downloads (Pure)

Shifted Independent Component Analysis

Mørup, M., Madsen, K. H. & Hansen, L. K., 2007, 7th International Conference on Independent Component Analysis and Signal Separation: ICA2007. p. 89-96

Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

File
520 Downloads (Pure)

Shifted Non-negative Matrix Factorization

Mørup, M., Madsen, K. H. & Hansen, L. K., 2007, 2007 IEEE International Workshop on MACHINE LEARNING FOR SIGNAL PROCESSING: MLSP2007. IEEE, p. 139-144

Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

Open Access
File
2006
126 Downloads (Pure)

Adaptive regularization of noisy linear inverse problems

Hansen, L. K., Madsen, K. H. & Lehn-Schiøler, T., 2006, Eusipco.

Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

File
178 Downloads (Pure)

Identification of non-linear models of neural activity in bold fmri

Jacobsen, D. J., Madsen, K. H. & Hansen, L. K., 2006, 3rd IEEE International Symposium on Biomedical Imaging: Macro to Nano. IEEE, p. 952-955

Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

Open Access
File
154 Downloads (Pure)

Sparse PCA, a new method for unsupervised analyses of fMRI data

Sjöstrand, K., Lund, T. E., Madsen, K. H. & Larsen, R., 2006, Proc. International Society of Magnetic Resonance In Medicine - ISMRM 2006, Seattle, Washington, USA. ISMRM

Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

File
2005

fMRI used as a diagnostic tool

Nielsen, K., Madsen, K. H. & Frederiksen, J., 2005, HBM2005.

Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

Simultaneous acquisition of polar and eccentricity mappings of the human visual cortex using fMRI

Madsen, K. H. & Lund, T. E., 2005, Proc Intl Soc Magn Reson Med.

Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review