Topologies and Meaning Generating Capacities of Neural Networks

Jürgen Klüver, Christina Klüver

2009

Abstract

The paper introduces the concept of meaning generating capacity (MC) of neural nets, i.e. a measure of information processing, depending on the size of basins of attraction. It can be shown that there is a significant relation between the variance values of the weight matrix of a network and its MC-values. By the concept of MC network characteristics like robustness and generalizing capability can be explained.

References

1. Klüver, J. and Klüver, C., 2007: On Communication. An Interdisciplinary and Mathematical Approach. Dordrecht (NL): Springer.
2. Sacks, O., 1985: The Man Who Mistook His Wife for a Hat. New York: Summit Books.
3. Wolfram, S., 2001: A new Kind of Science. Champagne (Ill.): Wolfram Media.

Paper Citation

in Harvard Style

Klüver J. and Klüver C. (2009). Topologies and Meaning Generating Capacities of Neural Networks . In Proceedings of the 5th International Workshop on Artificial Neural Networks and Intelligent Information Processing - Volume 1: Workshop ANNIIP, (ICINCO 2009) ISBN 978-989-674-002-3, pages 13-22. DOI: 10.5220/0002261600130022

in Bibtex Style

@conference{workshop anniip09,
author={Jürgen Klüver and Christina Klüver},
title={Topologies and Meaning Generating Capacities of Neural Networks},
booktitle={Proceedings of the 5th International Workshop on Artificial Neural Networks and Intelligent Information Processing - Volume 1: Workshop ANNIIP, (ICINCO 2009)},
year={2009},
pages={13-22},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0002261600130022},
isbn={978-989-674-002-3},
}

in EndNote Style

TY - CONF
JO - Proceedings of the 5th International Workshop on Artificial Neural Networks and Intelligent Information Processing - Volume 1: Workshop ANNIIP, (ICINCO 2009)
TI - Topologies and Meaning Generating Capacities of Neural Networks
SN - 978-989-674-002-3
AU - Klüver J.
AU - Klüver C.
PY - 2009
SP - 13
EP - 22
DO - 10.5220/0002261600130022