Kay Henning Brodersen

Department of Computer Science, ETH Zurich
Department of Information Technology and Electrical Engineering, ETH Zurich

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Publications

Papers and book chapters

1. K.H. Brodersen, T.M. Schofield, A.P. Leff, C.S. Ong, E.I. Lomakina, J.M. Buhmann, K.E. Stephan (2011)
   Generative embedding for model-based classification of fMRI data.
   PLoS Computational Biology, 7(6): e1002079. doi:10.1371/journal.pcbi.1002079.
   [pdf]   [html]   [press release]  
2. K.H. Brodersen, F. Haiss, C.S. Ong, F. Jung, M. Tittgemeyer, J.M. Buhmann, B. Weber, K.E. Stephan (2011)
   Model-based feature construction for multivariate decoding.
   NeuroImage, 56, 601-615. doi:10.1016/j.neuroimage.2010.04.036.
   [pdf]   [html]   [data]
3. K. Wiech, C.-S. Lin, K.H. Brodersen, U. Bingel, M. Ploner, I. Tracey (2010)
   Anterior insula integrates information about salience into perceptual decisions about pain.
   Journal of Neuroscience, 30(48), 16324-16331.
   [abstract]   [html]
4. K.H. Brodersen, C.S. Ong, K.E. Stephan, J.M. Buhmann (2010)
   The balanced accuracy and its posterior distribution.
   Proceedings of the 20th International Conference on Pattern Recognition, 3121-3124.
   [pdf]   [code]
5. K.H. Brodersen, C.S. Ong, K.E. Stephan, J.M. Buhmann (2010)
   The binormal assumption on precision-recall curves.
   Proceedings of the 20th International Conference on Pattern Recognition, 4263-4266.
   [pdf]   [code]
6. K.E. Stephan, L. Kasper, K.H. Brodersen, C. Mathys (2009)
   Functional and effective connectivity.
   Klinische Neurophysiologie, 40, 222-232. doi: 10.1055/S-0029-1243196.
   [html]
7. K.H. Brodersen (2009)
   Decoding mental activity from neuroimaging data---the science behind mind-reading.
   The New Collection, Oxford, 4, 50-61. ISSN: 1757-2541.
   [pdf]   [code]
8. K.H. Brodersen, W.D. Penny, L.M. Harrison, J. Daunizeau, C. Ruff, E. Duzel, K.J. Friston, K.E. Stephan (2008)
   Integrated Bayesian models of learning and decision making for saccadic eye movements.
   Neural Networks, 21(9), 1247-1260.
   [pdf]   [html]
9. K.H. Brodersen, M. Lukas, P. Lukas (2007)
   Der Universalist Carl Gustav Carus.
   In: V. Fintelmann (Hg), K.H. Brodersen, M. Lukas, P. Lukas. Carl Gustav Carus. Biographie. Johannes Mayer Verlag (Stuttgart). ISBN-13: 9783932386787
   [Amazon]

Conference and symposium presentations

10. K.H. Brodersen, Z. Lin, A. Gupta, W.D. Penny, A.P. Leff, M.H. Chehreghani, A.G. Busetto, J.M. Buhmann, K.E. Stephan (2012)
    Model-based clustering using generative embedding.
    Oral presentation at Human Brain Mapping 2012, Beijing, China.
    Awarded with a Trainee Abstract Award.
    
11. K.H. Brodersen, J. Daunizeau, C. Mathys, J.R. Chumbley, J.M. Buhmann, K.E. Stephan (2012)
    Variational Bayesian mixed-effects inference for classification studies.
    Presented at Human Brain Mapping 2012, Beijing, China.
    Awarded with a Trainee Abstract Award.
    
12. E.I. Lomakina, C. Mathys, K.H. Brodersen, A. Vezhnevets, K.E. Stephan, J.M. Buhmann (2012)
    Inference on computational models using Bayesian global optimization.
    Presented at Human Brain Mapping 2012, Beijing, China.
    
13. K. Preuschoff, K.H. Brodersen, D. Karrer, A.G. Busetto, T. Williams, W. Gerstner (2012)
    Optimal experimental design for economic decision making.
    Presented at Human Brain Mapping 2012, Beijing, China.
    
14. S. Iglesias, C. Mathys, K.H. Brodersen, L. Kasper, M. Piccirelli, K.E. Stephan (2012)
    Generic and task-specific effects of uncertainty and prediction errors in associative learning.
    Presented at Human Brain Mapping 2012, Beijing, China.
    
15. K.H. Brodersen, A. Gupta, Z. Lin, E.I. Lomakina, J.M. Buhmann, K.E. Stephan (2011)
    Clustering biological systems using generative embedding.
    Presented at SystemsX.ch 2011, Basel.
    Awarded with a Best Posters recognition.
    
16. K.H. Brodersen, T.M. Schofield, A.P. Leff, C.S. Ong, E.I. Lomakina, J.M. Buhmann, K.E. Stephan (2011)
    Towards a mechanistic understanding of pathophysiological brain activity.
    Presented at ZIHP Symposium 2011, Zurich.
    [pdf]
17. E.I. Lomakina, K.H. Brodersen, C. Mathys, K.E. Stephan (2011)
    Bayesian hierarchical models for multivariate analyses in fMRI.
    Presented at ZNZ Symposium 2011, Zurich.
    
18. K.H. Brodersen, T.M. Schofield, A.P. Leff, C.S. Ong, E.I. Lomakina, J.M. Buhmann, K.E. Stephan (2011)
    Generative embedding for model-based classification of fMRI data.
    Oral presentation at Human Brain Mapping 2011, Quebec City, Canada.
    Awarded with a Trainee Abstract Award.
    [pdf]   [press release]
19. K.H. Brodersen, J.R. Chumbley, C. Mathys, J. Daunizeau, J.M. Buhmann, K.E. Stephan (2011)
    Mixed-effects inference on classification performance in group studies.
    Interactive session at Human Brain Mapping 2011, Quebec City, Canada.
    Awarded with a Trainee Abstract Award.
    
20. J. Zimmermann, K.H. Brodersen, J.-P. Pellet, E. August, J.M. Buhmann (2011)
    Predicting graduate-level performance from undergraduate achievements.
    Accepted for Educational Data Mining 2011, Eindhoven, Netherlands.
    [pdf]
21. E.I. Lomakina, K.H. Brodersen, T.E.J. Behrens, K.E. Stephan, J.M. Buhmann (2011)
    Gaussian processes for whole-brain feature selection and classification in fMRI.
    Interactive session at Human Brain Mapping 2011, Quebec City, Canada.
    Awarded with a Trainee Abstract Award.
    [pdf]
22. K.H. Brodersen, C.-S. Lin, E.I. Lomakina, K.E. Stephan, K. Wiech, I. Tracey (2011)
    Multivariate decoding of perceptual decisions about pain.
    Interactive session at Human Brain Mapping 2011, Quebec City, Canada.
    Awarded with a Trainee Abstract Award.
    [pdf]
23. C. Mathys, J. Daunizeau, K.H. Brodersen, S. Iglesias, K.J. Friston, K.E. Stephan (2011)
    Inferring the individual nature of Bayesian learning under multiple forms of uncertainty.
    Interactive session at Human Brain Mapping 2011, Quebec City, Canada.
    Awarded with a Trainee Abstract Award.
    [pdf]
24. K.H. Brodersen, L.T. Hunt, E.I. Lomakina, M.F.S. Rushworth, T.E.J. Behrens (2011)
    Orbitofrontal cortex distributes reinforcement to the decision that caused it.
    Oral presentation at Human Brain Mapping 2011, Quebec City, Canada.
    Awarded with a Trainee Abstract Award.
    [pdf]
25. K.H. Brodersen, L.T. Hunt, E.I. Lomakina, M.F.S. Rushworth, T.E.J. Behrens (2011)
    The amygdala becomes reward-sensitive when an outcome cannot be assigned to the correct decision.
    Oral presentation at Human Brain Mapping 2011, Quebec City, Canada.
    Awarded with a Trainee Abstract Award.
    [pdf]
26. S. Iglesias, C. Mathys, K.H. Brodersen, K.E. Stephan (2011)
    Computational mechanisms of stimulus-stimulus and stimulus-reward associative learning.
    Presented at Human Brain Mapping 2011, Quebec City, Canada.
    [pdf]
27. S. Iglesias, K.H. Brodersen, L. Kasper, C. Mathys, M. Piccirelli, K.E. Stephan (2010)
    Model-based inference on subject-specific mechanisms of (mal)adaptive learning and decision making.
    Presented at ZNZ Symposium 2010, Zurich, Switzerland.
    [pdf]
28. K.H. Brodersen, F. Haiss, C.S. Ong, F. Jung, P. Allen, M. Tittgemeyer, J.M. Buhmann, P. McGuire, B. Weber, K.E. Stephan (2010)
    Model-based multivariate decoding and model selection.
    Presented at Human Brain Mapping, Barcelona, Spain.
    Awarded with a Trainee Abstract Award.
    [pdf]
29. K.H. Brodersen, K. Wiech, C.-S. Lin, I. Tracey (2010)
    Threat-dependent modulation of anterior insula connectivity predicts pain.
    Oral presentation at Human Brain Mapping, Barcelona, Spain.
    [pdf]
30. S.R. Rudebeck, K.H. Brodersen, C.H. Lee (2010)
    Exploring multivariate patterns of neural activity underlying spatial perception and memory in the hippocampus.
    Presented at SfN 2010, San Diego, California.
    [pdf]
31. K. Wiech, C.-S. Lin, K.H. Brodersen, I. Tracey (2010)
    Functional connectivity of anterior insula predicts threat-related modulation of pain.
    Presented at IASP, Montreal, Canada.
32. K. Wiech, C.-S. Lin, K.H. Brodersen, M. Ploner, U. Bingel, I. Tracey (2009)
    Decoding the neural signature of pain.
    Oral presentation at the 6th Congress of the European Federation of IASP Chapters (EFIC), Lisbon.
    
33. K.H. Brodersen, L.T. Hunt, M.E. Walton, M.F.S. Rushworth, T.E.J. Behrens (2009)
    Decoding choice from prefrontal cortex during reinforcement learning.
    Presented at Human Brain Mapping, San Francisco, California.
    [pdf]