Mathematical and Computational Modeling of Neurons and Neuronal Ensembles

Authors:
Andreas Schierwagen
Affiliations:
Institute for Computer Science, Intelligent Systems Department, University of Leipzig, Leipzig, Germany
Venue:
Computer Aided Systems Theory - EUROCAST 2009
Year:
2009

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Cluster analysis of cortical pyramidal neurons using SOM

ANNPR'10 Proceedings of the 4th IAPR TC3 conference on Artificial Neural Networks in Pattern Recognition

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Abstract

In Computational Neuroscience, mathematical and computational modeling are differentiated. In this paper, both kinds of modeling are considered. In particular, modeling approaches to signal generation and processing in single neurons (i.e., membrane excitation dynamics, spike propagation, and dendritic integration) and to spatiotemporal activity patterns in neuronal ensembles are discussed.