Contact

Dr. David Balduzzi

Address: Spemannstr. 38
72076 Tübingen
Room number: 222
Phone: +49 7071 601 584
Fax: +49 7071 601 552
E-Mail: david.balduzzi
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Picture of Balduzzi, David, Dr.

David Balduzzi

Position: Research Scientist  Unit: Alumni Schölkopf

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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Articles (10):

Gomez Rodriguez M Person, Leskovec J , Balduzzi D Person and Schölkopf B Person (2014) Uncovering the Structure and Temporal Dynamics of Information Propagation Network Science . accepted
Balduzzi D Person, Ortega PA Person and Besserve M Person (2013) Metabolic cost as an organizing principle for cooperative learning Advances in Complex Systems 16.
Janzing D Person, Balduzzi D Person, Grosse-Wentrup M Person and Schölkopf B Person (2013) Quantifying causal influences Annals of Statistics 41(5) 2324-2358.
Nere A , Olcese U , Balduzzi D Person and Tononi G (2012) A Neuromorphic Architecture for Object Recognition and Motion Anticipation Using Burst-STDP PLoS ONE 7(5) 17 pages.
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Balduzzi D Person and Tononi G (2012) What can neurons do for their brain? Communicate selectivity with bursts Theory in Biosciences 17 pages. accepted
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Balduzzi D Person and Tononi G (2009) Qualia: The Geometry of Integrated Information PLoS Computational Biology 5(8) 1-24.
Balduzzi D Person, 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.
Balduzzi D Person and Tononi G (2008) Integrated Information in Discrete Dynamical Systems: Motivation and Theoretical Framework PLoS Computational Biology 4(6) 1-18.
Balduzzi D Person (2008) Poisson Geometry of Parabolic Bundles on Elliptic Curves International Journal of Mathematics 19(3) 339-367.
Balduzzi D Person (2006) Donagi-Markman cubic for Hitchin systems Mathematical Research Letters 13(6) 923-933.

Conference papers (9):

Muandet K Person, Balduzzi D Person and Schölkopf B Person (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, ICML 2013, JMLR, 10-18.
Balduzzi D Person (2012) Falsification and future performance Solomonoff 85th Memorial Conference, Springer, Berlin, Germany, 1-13. in press
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Ortega PA Person, Grau-Moya J Person, Genewein T Person, Balduzzi D Person and Braun D Person (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, FCN Pereira, CJC. Burges, L Bottou and KQ Weinberger, 26th Annual Conference on Neural Information Processing Systems (NIPS 2012), Curran Associates Inc., 3014--3022.
Balduzzi D Person and Besserve M Person (2012) Towards a learning-theoretic analysis of spike-timing dependent plasticity In: Advances in Neural Information Processing Systems 25, (Ed) P Bartlett, FCN Pereira, CJC. Burges, L Bottou and KQ Weinberger, 26th Annual Conference on Neural Information Processing Systems (NIPS 2012), Curran Associates Inc., 2465--2473.
Balduzzi D Person (2011) Information, learning and falsification NIPS 2011 Philosophy and Machine Learning Workshop, 1-4.
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Balduzzi D Person (2011) Estimating integrated information with TMS pulses during wakefulness, sleep and under anesthesia 33rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society (IEEE EMBC 2011), IEEE, Piscataway, NJ, USA, 4717-4720.
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Balduzzi D Person (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, Eleventh European Conference on the Synthesis and Simulation of Living Systems, MIT Press, Cambridge, MA, USA, 55-62.
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Balduzzi D Person (2011) On the information-theoretic structure of distributed measurements 7th International Workshop on Developments of Computational Models (DCM 2011), Elsevier Science, Amsterdam, Netherlands, 1-15.
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Gomez Rodriguez M Person, Balduzzi D Person and Schölkopf B Person (2011) Uncovering the Temporal Dynamics of Diffusion Networks (Ed) L Getoor and T Scheffer, 28th International Conference on Machine Learning (ICML 2011), International Machine Learning Society, Madison, WI, USA, 561-568.
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Contributions to books (1):

Tononi G and Balduzzi D Person: Toward a Theory of Consciousness, 1201-1220. In: The Cognitive Neurosciences, (Ed) Gazzaniga, M.S., MIT Press, Cambridge, MA, USA, (2009).

Posters (1):

Muandet K Person, Balduzzi D Person and Schölkopf B Person (2013): Domain Generalization via Invariant Feature Representation, 30th International Conference on Machine Learning (ICML2013), Atlanta, Georgia.
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