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The Modeling and Complexity of Dynamical Systems by Means of Computation and Information Theories (CROSBI ID 614856)

Prilog sa skupa u časopisu | izvorni znanstveni rad | međunarodna recenzija

Logozar, Robert ; Lovrencic, Alen The Modeling and Complexity of Dynamical Systems by Means of Computation and Information Theories // Central European conference on information and intelligent systems / Hunjak, Tihomir ; Lovrencic, Sandra ; Tomicic, Igor (ur.). 2011. str. 281-295

Podaci o odgovornosti

Logozar, Robert ; Lovrencic, Alen

engleski

The Modeling and Complexity of Dynamical Systems by Means of Computation and Information Theories

We present the modeling of dynamical systems and finding of their complexity indicators by the use of concepts from computation and information theories, within the framework of J. P. Crutchfield’s theory of epsilon-machines. A short formal outline of the epsilon-machines is given. In this approach, the dynamical systems are analyzed directly from the time series that is received from a properly adjusted measuring instrument. The binary strings are parsed through the parse tree, within which morphologically and probabilistically unique subtrees or morphs are recognized as system states. The outline and precise interrelation of the information-theoretic entropies and complexities emanating from the model is given. The paper serves also as a theoretical foundation for the future presentation of the DSA program that implements the -machines modeling up to the stochastic finite automata level.

modeling; dynamical systems; time series; stochastic finite automata; deterministic and statistical complexity; epsilon-machines; DSA program

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Podaci o prilogu

281-295.

2011.

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objavljeno

Podaci o matičnoj publikaciji

Central European conference on information and intelligent systems

Hunjak, Tihomir ; Lovrencic, Sandra ; Tomicic, Igor

Varaždin: Fakultet organizacije i informatike Sveučilišta u Zagrebu

1847-2001

Podaci o skupu

22nd Central European Conference on Information and Intelligent Systems, Varazdin 2011

predavanje

21.09.2011-23.09.2011

Varaždin, Hrvatska

Povezanost rada

Elektrotehnika, Računarstvo

Poveznice