Reference : Experiments with Reservoir Computing on the road sign problem
Scientific congresses, symposiums and conference proceedings : Paper published in a book
Engineering, computing & technology : Computer science
http://hdl.handle.net/10993/36481
Experiments with Reservoir Computing on the road sign problem
English
Antonelo, Eric Aislan mailto [University of Luxembourg > Interdisciplinary Centre for Security, Reliability and Trust (SNT) >]
Schrauwen, Benjamin [> >]
Stroobandt, Dirk [> >]
2007
Proceedings of the VIII Brazilian Congress on Neural Networks (CBRN)
Yes
International
VIII Brazilian Congress on Neural Networks (CBRN)
Oct 2007
[en] The road sign problem is tackled in this work with Reservoir Computing (RC) networks. These networks are made of a fixed recurrent neural network where only a readout layer is trained. In the road sign problem, an agent has to decide at some point in time which action to take given relevant information gathered in the past. We show that RC can handle simple and complex T-maze tasks (which are a subdomain of the road sign problem).
http://hdl.handle.net/10993/36481
10.21528/CBRN2007-047
http://abricom.org.br/eventos/cbrn_2007/50100047-2/

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