By Philipp Wolfrum, Christoph von der Malsburg (auth.), Joaquim Marques de Sá, Luís A. Alexandre, Włodzisław Duch, Danilo Mandic (eds.)
This booklet is a part of a two-volume set that constitutes the refereed lawsuits of the seventeenth overseas convention on synthetic Neural Networks, ICANN 2007, held in Porto, Portugal, in September 2007. The 197 revised complete papers provided have been rigorously reviewed and chosen from 376 submissions. This moment quantity includes ninety nine contributions relating to computational neuroscience, neurocognitive experiences, purposes in biomedicine and bioinformatics, development reputation, facts clustering, self-organization, textual content mining and web purposes, sign and occasions sequence processing, imaginative and prescient and picture processing, robotics, keep watch over, genuine global functions, autonomous part research, graphs, emotion and a focus: empirical findings and neural types, in addition to realizing and developing cognitive systems.
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Additional resources for Artificial Neural Networks – ICANN 2007: 17th International Conference, Porto, Portugal, September 9-13, 2007, Proceedings, Part II
While models that use action potentials as state variables may form associations using matrix operations on a large vector of neuron outputs, the neurotransmitter state model makes it possible for a small number of neurons, even a single neuron, to establish an association between an arbitrary pattern in the input field and an arbitrary output pattern. A single layer of neurons, in effect, performs the computation of a two-layer neural network. Keywords: Computational neuroscience, signal processing, pattern recognition, mathematical models, natural intelligence, neural fields.
Experimental data suggest that multisensory neurons are created by the convergence of modality-specific afferents coming from different sources . , we consider only the problem of audio-visual integration. By incorporating the previous mechanisms, and using a single set of parameters, the model was able to make several predictions, which can be compared with experimental data. In the following, the main simulation results are critically commented: i) Inverse effectiveness – As it is evident in Figs.
In: Proc. 6th IEEE International Conf. on Cognitive Informatics (in press) (2007) 14. : Principles of Neural Science, 4th edn. fr 2 Abstract. Motivated by a better understanding of cerebral information processing, a lot of work has been done recently in bringing together connectionist numerical models and symbolic cognitive frameworks, allowing for a better modelling of some cerebral mechanisms. However, a gap still exists between models that describe functionally small neural populations and cognitive architectures that are used to predict cerebral activity.
Artificial Neural Networks – ICANN 2007: 17th International Conference, Porto, Portugal, September 9-13, 2007, Proceedings, Part II by Philipp Wolfrum, Christoph von der Malsburg (auth.), Joaquim Marques de Sá, Luís A. Alexandre, Włodzisław Duch, Danilo Mandic (eds.)