Stationary and dynamical properties of information entropies in nonextensive systems

Abstract

The Tsallis entropy and Fisher information entropy (matrix) are very important quantities expressing information measures in nonextensive systems. Stationary and dynamical properties of the information entropies have been investigated in the $N$-unit coupled Langevin model subjected to additive and multiplicative white noise, which is one of typical nonextensive systems. We have made detailed, analytical and numerical study on the dependence of the stationary-state entropies on additive and multiplicative noise, external inputs, couplings and number of constitutive elements ($N$). By solving the Fokker-Planck equation (FPE) by both the proposed analytical scheme and the partial difference-equation method, transient responses of the information entropies to an input signal and an external force have been investigated. We have calculated the information entropies also with the use of the probability distribution derived by the maximum-entropy method (MEM), whose result is compared to that obtained by the FPE. The Cramér-Rao inequality is shown to be expressed by the {\it extended} Fisher entropy, which is different from the {\it generalized} Fisher entropy obtained from the generalized Kullback-Leibler divergence in conformity with the Tsallis entropy. The effect of additive and multiplicative {\it colored} noise on information entropies is discussed also.

31 pages, 15 figures; changed text and figures

References in corpus (5)

• Correlated noise in a logistic growth model
• Dynamics of the Langevin model subjected to colored noise: Functional-integral method
• Generalized information-entropy measures and Fisher information
• Generalized Rate-Code Model for Neuron Ensembles with Finite Populations
• Stationary and dynamical properties of finite $N$-unit Langevin models subjected to multiplicative noises

Cited by in corpus (4)

• Population rate codes carried by mean, fluctuation and synchrony of neuronal firings
• Effects of correlated variability on information entropies in nonextensive systems
• Synchrony and variability induced by spatially correlated additive and multiplicative noise in the coupled Langevin model
• A fractional stochastic theory for interfacial polarization of cell aggregates