NeFF-Workshop on Non-linear and model-free Interdependence Measures in Neuroscience and TRENTOOL course
April 26th/27th 2012,
MEG Unit, Brain Imaging Center, Goethe University
Frankfurt, Germany
Organizers:
Michael Wibral, BIC, Goethe University, Frankfurt, Germany
Raul Vicente, FIAS, Goethe University, Frankfurt, Germany
Joseph T. Lizier, Max Planck Institute for Mathematics in the Sciences, Leipzig, Germany
This workshop is kindly supported by the NeFF-LOEWE Grant 'Neuronal Coordination - Research Group Frankfurt”
Synopsis:
Understanding complex systems composed of many interacting units, such as neural networks, means understanding their directed and causal interactions. If the units in question interact in a nonlinear way, as it can be assumed in neural networks, we are faced with the problem that the analysis of interactions must be blind to the type of interaction if we want to cover all possible interactions in the network, as we may not know the type of nonlinear interaction a priori. Prematurely limiting our search to specific models, nonlinearities or, even worse, linear interactions may block the road to discovery. Novel model-free techniques for the quantification of directed interactions from information theory offer a promising alternative to more traditional methods in the field of interaction analyses, but also come with their own specific challenges. This symposium brings together the most active researchers in the field to discuss the state of the art, future prospects and challenges on the way to an model-free, information theoretic assessment of neuronal directed interactions.
Course:
TRENTOOL (www.trentool.de) is a recently published MATLAB® toolbox for the model-free analysis of directed interactions in neural time series. As indicated in the schedule below, participants of the symposium will have the opportunity to get a hands on tutorial in the use of TRENTOOL on the two afternoons of the symposium (limited places!).
Registration:
For registration, please send an email to office.fries@esi-frankfurt.de. Registration fee will be 50.00 EUR, payable upon acceptance of your registration via bank transfer to
IBAN: DE32 5005 0201 0000 3799 99
IMPORTNANT: Please add “Drittmittelkonto: 8204689” as reference
Please note, that there are limited places for both symposium attendance and course participation.
Program and speakers:
Day 1
9:00 -9:30 Opening Talk: Michael Wibral / Raul Vicente, MEG Unit, Brain Imaging Center, Frankfurt, Germany
Investigating the function of an information processing system with information theoretic methods – current prospects and challenges
9:30 -10:10 Andre Bastos, Ernst Strüngmann Institute Frankfurt, Germany
Title to be announced
10:10 - 10:50 Joseph Lizier, Max Planck Institute for Mathematics in the Sciences, Leipzig, Germany
Multivariate construction of effective computational networks from observational data
10:50 – 11:10 Coffee break
11:10 - 11:40 Stefano Panzeri, Italian Institute of Technology Department of Robotics, Brain and Cognitive Sciences, Genova, Italy
Title to be announced
11:40 – 12:20 Luca Faes, Biophysics and Biosignals Lab, University of Trento, Italy
Computing Transfer Entropy in neurophysiological time series: an approach based on efficient conditional entropy estimation
12:20 - 14:00 lunch break
14:00 - 15:30 Discussion:On the way to multivariate TE and methods for nonstationary data
15:30 - 16:00 Tim Mullen, Dept. Cognitive Science, University of California, San Diego, USA
Title to be announced
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16:00 - 19:30 TRENTOOL workshop (@ MEG Laboratory)
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20:00 Dinner together (complimentary for speakers, but room enough for all)
Day 2
9:30 - 10:10 Vasily Vakorin,Baycrest Centre, Rotman Research Institute of Baycrest, Toronto, Canada
Age-related changes in local and distributed entropy of brain signals with brain development and aging
10:10 - 10:50 Mikhail Prokopenko, CSIRO ICT Centre, Sydney, Australia
Fisher information and phase transitions in complex systems
10:50 – 11:10 Coffee break
11:10 - 11:40 Paul Williams, Cognitive Science Program, Indiana University, Bloomington, USA
Decomposing Multivariate Information
11:40 - 12:20 Daniel Chicharro, Italian Institute of Technology Department of Robotics, Brain and Cognitive Sciences, Genova, Italy
Title to be announced
12:20 - 14:00 Lunch break
14:00 - 14:40 Ingo Fischer, Institute for Cross-Disciplinary Physics and Complex Systems, University of the Balearic Islands, Palma de Mallorca, Spain
Title to be announced
14:40 - 16:00 Discussion:Information Dynamics - beyond connectivity
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16:00 - 19:30 TRENTOOL workshop (@ MEG Laboratory)
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