Workshop on the FUture of Neural Networks (FUNN 2003)
Neural Networks are inspired by the highly interconnected neural structures in the brain and the nervous system. In the last twenty years the field has become popular and many of the neural networks have found their way into practical applications.
On the more foundational level, there has been quite some recent development in the field. It is even to such an extent, that researchers that have not been in touch with the field for some years, have the feeling that it has completely changed. Some examples of developments:
The introduction of more biological plausible neural networks, like spiking neural networks
The combination of several networks, possibly combined with other formalisms, into ensembles that
can yield a better performance than networks in isolation.
The emergence of unifying frameworks for different types of networks, like the Support Vector Machines.
The integration with statistics, most noticeably in the shift towards graphical formalisms like
Belief Networks.
The spin-off of successful new areas like Independent Component Analysis.
The workshop will focus on the foundational aspects of new developments.
The idea is to bring researchers together, present developments and have discussions about
the future of the field of neural networks. Besides a number of invited presentations,
we plan to have a call for papers in which we ask researchers to present their foundational
work in the neural network area that they think will influence the future of neural networks.
For researchers in algorithms outside the neural network community, it will be a nice occasion to "catch up" with the developments.
The preliminary program
10:15 Opening - Joost Kok
10:30 -Keynote talk title TBA
Bert Kappen, Nijmegen
break Lunch
12:00 - 13:30
13:30 On Artificial Spiking Neural Networks
Sander Bohte, Amsterdam
14:00 A Pulsed Neural Network model of SpatioTemporal Receptive Fields and population coding in auditory cortex.
Marcus Volkmer, Hamburg-Harburg
14:30 Emergence of filters from natural scenes in a sparse spike-coding scheme
Laurent Perrinet, Manuel Samuelides and Simon Thorpe, Toulouse
break 15:00-15:15
15:15 Dynamic Retention in Recurrent Networks of Spiking Neurons
Emmanuel Daucé , Université de Mediterranée, Marseille
15:45 Exploring Temporal Memory of LSTM and Spiking Circuits
Arne Koopman, Matthijs van Leeuwen & Jilles Vreeken, Utrecht
break 16:15-16:30
16:30 Automated Theory Building by VIRTUAL SCIENTIST
Olcay Kursun, Oleg Favorov, Orlando
17:00 A Neural Network Assembly Memory Model Based on an Optimal Binary Signal Detection Theory
Petro M. Gopych, Kharkiv
17:30 break/drinks/discussion
Informal proceedings to be published at the workshop.
We also plan to have at a later stage a special issue of a journal, based on papers presented at the workshop.
Submission
Authors are invited to send a contribution for review to funn@liacs.nl.
Contributions should have a maximum length of 12 pages (llncs style) in 10 pt.
font. See http://www.springer.de/comp/lncs/authors.html for further
instructions. Contributions must be in postscript or pdf format. Accepted
papers will be published in an informal workshop proceedings. We plan to have
a special issue of the journal Natural Computing (Kluwer) based on extended
versions of selected workshop papers.
Participation, Registration & Cost
The cost of participating in the workshop is 75 euro. This includes a lunch
and the workshop proceedings. Further details can be found in the call for
participation, which will be published well in advance of the workshop.
Important Dates
April 27, 2003 : Submission deadline
May 24, 2003 : Notification of acceptance
July 5, 2003 : Meeting date
Organized in cooperation with the Dutch school for information and knowledge based systems (SIKS).