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Nobody
David Balduzzi
Dr.
Position: Research Scientist
Room no.: 222
Phone: +49 7071 601 584
Fax: +49 7071 601 552

I am interested in how neurons learn to cooperate effectively. To this end, I am developing geometric and information-theoretic techniques for analyzing neural networks and, more generally, distributed systems of classifiers.

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2014
Articles
2013
Articles
Conference Papers
  • K. Muandet, D. Balduzzi, B. Schölkopf (2013). Domain Generalization via Invariant Feature Representation In: Proceedings of the 30th International Conference on Machine Learning, W&CP 28(1), (Ed) S Dasgupta and D McAllester, JMLR, 10-18, ICML 2013
Posters
2012
Articles
  • D. Balduzzi, G. Tononi (2012). What can neurons do for their brain? Communicate selectivity with bursts Theory in Biosciences , 17 pages, State: accepted
  • A. Nere, U. Olcese, D. Balduzzi, G. Tononi (2012). A Neuromorphic Architecture for Object Recognition and Motion Anticipation Using Burst-STDP PLoS ONE, 7, (5), 17 pages
Conference Papers
  • PA. Ortega, J. Grau-Moya, T. Genewein, D. Balduzzi, D. Braun (2012). A Nonparametric Conjugate Prior Distribution for the Maximizing Argument of a Noisy Function In: Advances in Neural Information Processing Systems 25, (Ed) P Bartlett and FCN Pereira and CJC. Burges and L Bottou and KQ Weinberger, Curran Associates Inc., 3014–3022, 26th Annual Conference on Neural Information Processing Systems (NIPS 2012)
  • D. Balduzzi, M. Besserve (2012). Towards a learning-theoretic analysis of spike-timing dependent plasticity In: Advances in Neural Information Processing Systems 25, (Ed) P Bartlett and FCN Pereira and CJC. Burges and L Bottou and KQ Weinberger, Curran Associates Inc., 2465–2473, 26th Annual Conference on Neural Information Processing Systems (NIPS 2012)
  • D. Balduzzi (2012). Falsification and future performance Springer, Berlin, Germany, 1-13, Solomonoff 85th Memorial Conference, State: in press
2011
Conference Papers
  • D. Balduzzi (2011). Detecting emergent processes in cellular automata with excess information In: Advances in Artificial Life: ECAL 2011, (Ed) Lenaerts, T. , M. Giacobini, H. Bersini, P. Bourgine, M. Dorigo, R. Doursat, MIT Press, Cambridge, MA, USA, 55-62, ISBN: 978-0-262-29714-1, Eleventh European Conference on the Synthesis and Simulation of Living Systems
  • D. Balduzzi (2011). On the information-theoretic structure of distributed measurements Elsevier Science, Amsterdam, Netherlands, 1-15, 7th International Workshop on Developments of Computational Models (DCM 2011)
  • D. Balduzzi (2011). Estimating integrated information with TMS pulses during wakefulness, sleep and under anesthesia 1-4, 33rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society (IEEE EMBC 2011), State: in press
  • D. Balduzzi (2011). Estimating integrated information with TMS pulses during wakefulness, sleep and under anesthesia IEEE, Piscataway, NJ, USA, 4717-4720 , ISBN: 978-1-4244-4121-1, 33rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society (IEEE EMBC 2011)
2009
Articles
  • Balduzzi, D. and Tononi, G. (2009). Qualia: The Geometry of Integrated Information PLoS Computational Biology, 5, (8), 1-24
Contributions to books
  • Tononi, G. and Balduzzi, D. (2009). Toward a Theory of Consciousness In: The Cognitive Neurosciences, (Ed) Gazzaniga, M.S., MIT Press, Cambridge, MA, USA, 1201-1220, ISBN: 978-0-262-01341-3
2008
Articles
  • Balduzzi, D. and Tononi, G. (2008). Integrated Information in Discrete Dynamical Systems: Motivation and Theoretical Framework PLoS Computational Biology, 4, (6), 1-18
  • Balduzzi, D. (2008). Poisson Geometry of Parabolic Bundles on Elliptic Curves International Journal of Mathematics , 19, (3), 339-367
  • Balduzzi, D. and Riedner, BA. and Tononi, G. (2008). A BOLD window into brain waves Proceedings of the National Academy of Sciences of the United States of America, 105, (41), 15641-15642
2006
Articles
  • Balduzzi, D. (2006). Donagi-Markman cubic for Hitchin systems Mathematical Research Letters, 13, (6), 923-933