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Practical Approach to Construction of Internal Variables of Complex Self-organized Systems and Its Theoretical Foundation

Authors :
Anna Zhyrova
Petr Císař
Dalibor Štys
Petr Jizba
Karina Romanova
Tomáš Náhlík
Source :
Proceedings of the European Conference on Complex Systems 2012 ISBN: 9783319003948
Publication Year :
2013
Publisher :
Springer International Publishing, 2013.

Abstract

We propose a method for characterizing the image—multidimensional projection—of complex, self-organising, system. The method is general and may be used for characterisation of any structured, experimentally observable, complex self-organized systems. The method is based on calculation of information gain by which a point contributes to the total information in the image, the point information gain, PIG. We have also derived related variables, the point information gain entropy PIE and point information gain entropy density PIED. The later values are unique to a structured information and may be used for analysis of similarity by clustering, identification of states etc. We illustrate our key results using the example of living cell. We discuss practical limits of the analogy between this observable self-organising system and its possible theoretical model using an example of chaotic attractor.

Details

ISBN :
978-3-319-00394-8
ISBNs :
9783319003948
Database :
OpenAIRE
Journal :
Proceedings of the European Conference on Complex Systems 2012 ISBN: 9783319003948
Accession number :
edsair.doi...........b6e3cd35bb7164083253480a76f8fb82
Full Text :
https://doi.org/10.1007/978-3-319-00395-5_29