Lars Kai Hansen

  1. 2014
  2. Published

    A regularized matrix factorization approach to induce structured sparse-low-rank solutions in the EEG inverse problem. / Montoya-Martinez, Jair; Artes-Rodriguez, Antonio; Pontil, Massimiliano; Hansen, Lars Kai.

    In: Eurasip Journal on Advances in Signal Processing, Vol. 2014, No. 97, 2014.

    Publication: Research - peer-reviewJournal article – Annual report year: 2014

  3. Published

    Bayesian Correlated Component Analysis for inference of joint EEG activation. / Poulsen, Andreas Trier; Kamronn, Simon Due; Parra, Lucas; Hansen, Lars Kai.

    Proceedings of the 2014 International Workshop on Pattern Recognition in Neuroimaging . IEEE, 2014.

    Publication: Research - peer-reviewArticle in proceedings – Annual report year: 2014

  4. Published

    Brain Network Modelling. / Andersen, Kasper Winther; Hansen, Lars Kai (Main supervisor).

    Kgs. Lyngby : Technical University of Denmark, 2014. 161 p. (DTU Compute PHD-2014; No. 326).

    Publication: ResearchPh.D. thesis – Annual report year: 2014

  5. Published

    Denoising by semi-supervised kernel PCA preimaging. / Hansen, Toke Jansen; Abrahamsen, Trine Julie; Hansen, Lars Kai.

    In: Pattern Recognition Letters, Vol. 49, 2014, p. 114-120.

    Publication: Research - peer-reviewJournal article – Annual report year: 2014

  6. Published

    EEG Source Reconstruction using Sparse Basis Function Representations. / Hansen, Sofie Therese; Hansen, Lars Kai.

    Proceedings of 4th International Workshop on Pattern Recognition in Neuroimaging. IEEE, 2014.

    Publication: Research - peer-reviewArticle in proceedings – Annual report year: 2014

  7. Published

    Frontal alpha oscillations distinguish leaders from followers: Multivariate decoding of mutually interacting brains. / Konvalinka, Ivana; Bauer, Markus; Stahlhut, Carsten; Hansen, Lars Kai; Roepstorff, Andreas; Frith, Chris D.

    In: NeuroImage, Vol. 94, 2014, p. 79–88.

    Publication: Research - peer-reviewJournal article – Annual report year: 2014

  8. Published

    Non-parametric Bayesian graph models reveal community structure in resting state fMRI. / Andersen, Kasper Winther; Madsen, Kristoffer H.; Siebner, Hartwig Roman; Schmidt, Mikkel Nørgaard; Mørup, Morten; Hansen, Lars Kai.

    In: NeuroImage, Vol. 100, 2014, p. 301-315.

    Publication: Research - peer-reviewJournal article – Annual report year: 2014

  9. Published
  10. Published

    The Smartphone Brain Scanner: A Portable Real-Time Neuroimaging System. / Stopczynski, Arkadiusz; Stahlhut, Carsten; Larsen, Jakob Eg; Petersen, Michael Kai; Hansen, Lars Kai.

    In: P L o S One, Vol. 9, No. 2, e86733, 2014.

    Publication: Research - peer-reviewJournal article – Annual report year: 2014

  11. 2013
  12. Published

    A Hierarchical Bayesian M/EEG Imaging Method Correcting for Incomplete Spatio-Temporal Priors. / Stahlhut, Carsten; Attias, Hagai T.; Sekihara, Kensuke; Wipf, David; Hansen, Lars Kai; Nagarajan, Srikantan S.

    2013 IEEE 10th International Symposium on Biomedical Imaging (ISBI 2013). IEEE, 2013. p. 560-563 (International Symposium on Biomedical Imaging. Proceedings).

    Publication: Research - peer-reviewArticle in proceedings – Annual report year: 2013

  13. Published

    Dimensionality reduction for click-through rate prediction: Dense versus sparse representation. / Fruergaard, Bjarne Ørum; Hansen, Toke Jansen; Hansen, Lars Kai.

    Proceedings of the 3rd NIPS Workshop on Machine Learning and Interpretation in Neuroimaging 2013. 2013.

    Publication: Research - peer-reviewArticle in proceedings – Annual report year: 2013

  14. Published

    EEG Sequence Imaging: A Markov Prior for the Variational Garrote. / Hansen, Sofie Therese; Hansen, Lars Kai.

    Proceedings of the 3rd NIPS Workshop on Machine Learning and Interpretation in Neuroimaging 2013. 2013.

    Publication: Research - peer-reviewArticle in proceedings – Annual report year: 2013

  15. Published

    Expansion of the Variational Garrote to a Multiple Measurement Vectors Model. / Hansen, Sofie Therese; Stahlhut, Carsten; Hansen, Lars Kai.

    Twelfth Scandinavian Conference on Artificial Intelligence. ed. / M. Jaeger. IOS Press, 2013. p. 105-114 (Frontiers in Artificial Intelligence and Applications, Vol. 257).

    Publication: Research - peer-reviewArticle in proceedings – Annual report year: 2013

  16. Published

    FindZebra: A search engine for rare diseases. / Dragusin, Radu; Petcu, Paula; Lioma, Christina Amalia; Larsen, Birger; Jørgensen, Hans Henrik; Cox, Ingemar; Hansen, Lars Kai; Ingwersen, Peter; Winther, Ole.

    In: International Journal of Medical Informatics, Vol. 82, No. 6, 2013, p. 528–538.

    Publication: Research - peer-reviewJournal article – Annual report year: 2013

  17. Published

    How about a Bayesian M/EEG imaging method correcting for incomplete spatio-temporal priors. / Stahlhut, Carsten; Attias, Hagai T.; Sekihara, Kensuke; Wipf, David; Hansen, Lars Kai; Nagarajan, Srikantan S.

    In: Journal of Cognitive Neuroscience, Vol. Supplement, 2013, p. 260.

    Publication: Research - peer-reviewConference abstract in journal – Annual report year: 2013

  18. Published

    Kernel Methods for Machine Learning with Life Science Applications. / Abrahamsen, Trine Julie; Hansen, Lars Kai (Main supervisor); Winther, Ole (Supervisor).

    Kgs. Lyngby : Technical University of Denmark, 2013. 168 p. (PHD-2013; No. 299).

    Publication: ResearchPh.D. thesis – Annual report year: 2013

  19. Published

    Kernel Multivariate Analysis Framework for Supervised Subspace Learning: A Tutorial on Linear and Kernel Multivariate Methods. / Arenas-Garcia, J.; Petersen, K.; Camps-Valls, G.; Hansen, Lars Kai.

    In: I E E E - Signal Processing Magazine, Vol. 30, No. 4, 2013, p. 16-29.

    Publication: Research - peer-reviewJournal article – Annual report year: 2013

  20. Published

    Large-scale Machine Learning in High-dimensional Datasets. / Hansen, Toke Jansen; Hansen, Lars Kai (Main supervisor).

    Kgs. Lyngby : Technical University of Denmark, 2013. 192 p. (PHD-2013; No. 300).

    Publication: ResearchPh.D. thesis – Annual report year: 2013

  21. Published

    Learning the solution sparsity of an ill-posed linear inverse problem with the Variational Garrote. / Andersen, Michael Riis; Hansen, Sofie Therese; Hansen, Lars Kai.

    2013 IEEE International Workshop on Machine Learning for Signal Processing (MLSP). IEEE, 2013. (Machine Learning for Signal Processing).

    Publication: Research - peer-reviewArticle in proceedings – Annual report year: 2013

  22. Published

    Mobile real-time EEG imaging Bayesian inference with sparse, temporally smooth source priors. / Hansen, Lars Kai; Hansen, Sofie Therese; Stahlhut, Carsten.

    2013 International Winter Workshop on Brain-Computer Interface (BCI). IEEE, 2013. p. 6-7.

    Publication: Research - peer-reviewArticle in proceedings – Annual report year: 2013

  23. Published

    Sparse Source EEG Imaging with the Variational Garrote. / Hansen, Sofie Therese; Stahlhut, Carsten; Hansen, Lars Kai.

    2013 International Workshop on Pattern Recognition in Neuroimaging (PRNI). IEEE, 2013. p. 106-109.

    Publication: Research - peer-reviewArticle in proceedings – Annual report year: 2013

  24. Published

    Spatio temporal media components for neurofeedback. / Jensen, Camilla Birgitte Falk; Petersen, Michael Kai; Larsen, Jakob Eg; Stopczynski, Arkadiusz; Stahlhut, Carsten; Ivanova, Marieta Georgieva; Andersen, Tobias; Hansen, Lars Kai.

    2013 IEEE International Conference on Multimedia and Expo Workshops (ICMEW). IEEE, 2013.

    Publication: Research - peer-reviewArticle in proceedings – Annual report year: 2013

  25. Published
  26. Published

    Variance inflation in high dimensional Support Vector Machines. / Abrahamsen, Trine Julie; Hansen, Lars Kai.

    In: Pattern Recognition Letters, Vol. 34, No. 16, 2013, p. 2173-2180.

    Publication: Research - peer-reviewJournal article – Annual report year: 2013

  27. 2012
  28. Published

    A Cross-Platform Smartphone Brain Scanner. / Larsen, Jakob Eg; Stopczynski, Arkadiusz; Stahlhut, Carsten; Petersen, Michael Kai; Hansen, Lars Kai.

    2012. Paper presented at CHI 2012 Conference , Austin, Texas, United States.

    Publication: Research - peer-reviewPaper – Annual report year: 2012

  29. Published

    A Hold-out method to correct PCA variance inflation. / Garcia-Moreno, Pablo; Artes-Rodriguez, Antonio; Hansen, Lars Kai.

    2012 3rd International Workshop on Cognitive Information Processing (CIP). IEEE, 2012.

    Publication: Research - peer-reviewArticle in proceedings – Annual report year: 2012

  30. Published

    An Evaluation of EEG Scanner’s Dependence on the Imaging Technique, Forward Model Computation Method, and Array Dimensionality. / Stahlhut, Carsten; Attias, Hagai Thomas ; Stopczynski, Arkadiusz; Petersen, Michael Kai; Larsen, Jakob Eg; Hansen, Lars Kai.

    2012 Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC). IEEE, 2012. p. 1538-1541 (I E E E Engineering in Medicine and Biology Society. Conference Proceedings).

    Publication: Research - peer-reviewArticle in proceedings – Annual report year: 2012

  31. Published

    Archetypal analysis for machine learning and data mining. / Mørup, Morten; Hansen, Lars Kai.

    In: Neurocomputing, Vol. 80, 2012, p. 54–63.

    Publication: Research - peer-reviewJournal article – Annual report year: 2011

  32. Published

    Attention: A Machine Learning Perspective. / Hansen, Lars Kai.

    2012 3rd International Workshop on Cognitive Information Processing (CIP). IEEE, 2012.

    Publication: Research - peer-reviewArticle in proceedings – Annual report year: 2012

  33. Published

    Cognitive semantic networks: emotional verbs throw a tantrum but don't bite. / Petersen, Michael Kai; Hansen, Lars Kai.

    2012 3rd International Workshop on Cognitive Information Processing (CIP). IEEE, 2012.

    Publication: Research - peer-reviewArticle in proceedings – Annual report year: 2012

  34. Published

    Decoding Complex Cognitive States Online by Manifold Regularization in Real-Time fMRI. / Hansen, Toke Jansen; Hansen, Lars Kai; Madsen, Kristoffer Hougaard.

    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, 2012. p. 76-83 (Lecture Notes in Computer Science, Vol. 7263).

    Publication: Research - peer-reviewArticle in proceedings – Annual report year: 2012

  35. Published

    Detecting Hierarchical Structure in Networks. / Herlau, Tue; Mørup, Morten; Schmidt, Mikkel Nørgaard; Hansen, Lars Kai.

    2012 3rd International Workshop on Cognitive Information Processing (CIP). IEEE, 2012.

    Publication: Research - peer-reviewArticle in proceedings – Annual report year: 2012

  36. Published

    Functional Brain Imaging by EEG: A Window to the Human Mind. / Stahlhut, Carsten; Hansen, Lars Kai (Main supervisor); Winther, Ole (Supervisor).

    Kgs. Lyngby : Technical University of Denmark, 2012. 128 p. (IMM-PHD-2012; No. 254).

    Publication: ResearchPh.D. thesis – Annual report year: 2012

  37. Published

    Get Mobile – The Smartphone Brain Scanner. / Stahlhut, Carsten; Stopczynski, Arkadiusz; Petersen, Michael Kai; Larsen, Jakob Eg; Hansen, Lars Kai.

    2012. Abstract from 34th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), San Diego, CA, United States.

    Publication: Research - peer-reviewConference abstract for conference – Annual report year: 2012

  38. Published

    Identification of Functional Clusters in the Striatum Using Infinite Relational Modeling. / Andersen, Kasper Winther; Madsen, Kristoffer Hougaard; Siebner, Hartwig; Hansen, Lars Kai; Mørup, Morten.

    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, 2012. p. 226-233 (Lecture Notes in Computer Science, Vol. 7263).

    Publication: Research - peer-reviewArticle in proceedings – Annual report year: 2012

  39. Published

    Identifying modular relations in complex brain networks. / Andersen, Kasper Winther; Mørup, Morten; Siebner, Hartwig; Madsen, Kristoffer H.; Hansen, Lars Kai.

    2012 IEEE International Workshop on Machine Learning for Signal Processing (MLSP). 978-1-4673-1025-3 : IEEE, 2012. (Machine Learning for Signal Processing).

    Publication: Research - peer-reviewArticle in proceedings – Annual report year: 2012

  40. Submitted

    Integration of top-down and bottom-up information for audio organization and retrieval. / Jensen, Bjørn Sand; Larsen, Jan (Main supervisor); Hansen, Lars Kai (Supervisor).

    Kgs. Lyngby : Technical University of Denmark, 2012. 197 p. (IMM-PhD-2012; No. 291).

    Publication: ResearchPh.D. thesis – Annual report year: 2013

  41. Published

    Modelling dense relational data. / Herlau, Tue; Mørup, Morten; Schmidt, Mikkel Nørgaard; Hansen, Lars Kai.

    2012 IEEE International Workshop on Machine Learning for Signal Processing (MLSP). 978-1-4673-1025-3 : IEEE, 2012. (Machine Learning for Signal Processing).

    Publication: Research - peer-reviewArticle in proceedings – Annual report year: 2012

  42. Published

    Model selection for Gaussian kernel PCA denoising. / Jørgensen, Kasper Winther; Hansen, Lars Kai.

    In: I E E E Transactions on Neural Networks and Learning Systems, Vol. 23, No. 1, 2012, p. 163-168.

    Publication: Research - peer-reviewJournal article – Annual report year: 2012

  43. Published

    Model sparsity and brain pattern interpretation of classification models in neuroimaging. / Rasmussen, Peter Mondrup; Madsen, Kristoffer Hougaard; Churchill, Nathan W; Hansen, Lars Kai; Strother, Stephen C.

    In: Pattern Recognition, Vol. 45, No. 6, 2012, p. 2085-2100.

    Publication: Research - peer-reviewJournal article – Annual report year: 2011

  44. Published
  45. Published

    On an emotional node: modeling sentiment in graphs of action verbs. / Petersen, Michael Kai; Hansen, Lars Kai.

    2012 International Conference on Audio, Language and Image Processing (ICALIP). 2012.

    Publication: Research - peer-reviewArticle in proceedings – Annual report year: 2012

  46. Published

    Probabilistic M/EEG source imaging from sparse spatio-temporal event structure. / Stahlhut, Carsten; Attias, Hagai T.; Wipf, David; Hansen, Lars Kai; Nagarajan, Srikantan S.

    2012. Paper presented at 2nd NIPS Workshop on Machine Learning and Interpretation in NeuroImaging (MLINI 2012), Lake Tahoe, Nevada, United States.

    Publication: Research - peer-reviewPaper – Annual report year: 2012

  47. Published

    Restoring the Generalizability of SVM Based Decoding in High Dimensional Neuroimage Data. / Abrahamsen, Trine Julie; Hansen, Lars Kai.

    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, 2012. p. 256-263 (Lecture Notes in Computer Science, Vol. 7263).

    Publication: Research - peer-reviewArticle in proceedings – Annual report year: 2012

  48. Published

    Structured Sparsity Regularization Approach to the EEG Inverse Problem. / Montoya-Martinez, Jair; Artes-Rodriguez, Antonio; Hansen, Lars Kai; Pontil, Massimiliano.

    2012 3rd International Workshop on Cognitive Information Processing (CIP). IEEE, 2012.

    Publication: Research - peer-reviewArticle in proceedings – Annual report year: 2012

  49. Published

    Temporal constraints on visual perception: A psychophysical investigation of the relation between attention capture and the attentional blink. / Nielsen, Simon; Andersen, Tobias (Supervisor); Hansen, Lars Kai (Supervisor).

    Kgs. Lyngby : Technical University of Denmark, 2012. 44 p. (IMM-PHD-2012; No. 279).

    Publication: ResearchPh.D. thesis – Annual report year: 2012

  50. Published

    Visualization of Nonlinear Classification Models in Neuroimaging - Signed Sensitivity Maps. / Rasmussen, Peter Mondrup; Schmah, Tanya; Madsen, Kristoffer Hougaard; Lund, Torben E.; Yourganov, Grigori; Strother, Stephen C.; Hansen, Lars Kai.

    BIOSIGNALS 2012 - Proceedings of the International Conference on Bio-inspired Systems and Signal Processing. SciTePress, 2012. p. 254-263.

    Publication: Research - peer-reviewArticle in proceedings – Annual report year: 2012

  51. 2011
  52. Published

    Mathematical modeling and visualization of functional neuroimages. / Rasmussen, Peter Mondrup; Hansen, Lars Kai (Main supervisor); Madsen, Kristoffer Hougaard (Supervisor).

    Kgs. Lyngby, Denmark : Technical University of Denmark (DTU), 2011. 149 p. (IMM-PHD-2011; No. 267).

    Publication: ResearchPh.D. thesis – Annual report year: 2012

  53. Published

    A Cure for Variance Inflation in High Dimensional Kernel Principal Component Analysis. / Abrahamsen, Trine Julie; Hansen, Lars Kai.

    In: Journal of Machine Learning Research, Vol. 12, 2011, p. 2027-2044.

    Publication: Research - peer-reviewJournal article – Annual report year: 2011

  54. Published

    A Randomized Heuristic for Kernel Parameter Selection with Large-scale Multi-class Data. / Hansen, Toke Jansen; Abrahamsen, Trine Julie; Hansen, Lars Kai.

    2011 IEEE International Workshop on Machine Learning for Signal Processing (MLSP). IEEE, 2011.

    Publication: Research - peer-reviewArticle in proceedings – Annual report year: 2011

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