Standard

Dynamics of the Entropy and F-Divergence Minimization Processes Based on the Speed-Gradient Principle. / Shalymov, Dmitry S.; Fradkov, Alexander L.

2016 IEEE Conference on Norbert Wiener in the 21st Century. 2016.

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Harvard

Shalymov, DS & Fradkov, AL 2016, Dynamics of the Entropy and F-Divergence Minimization Processes Based on the Speed-Gradient Principle. in 2016 IEEE Conference on Norbert Wiener in the 21st Century.

APA

Shalymov, D. S., & Fradkov, A. L. (2016). Dynamics of the Entropy and F-Divergence Minimization Processes Based on the Speed-Gradient Principle. In 2016 IEEE Conference on Norbert Wiener in the 21st Century

Vancouver

Shalymov DS, Fradkov AL. Dynamics of the Entropy and F-Divergence Minimization Processes Based on the Speed-Gradient Principle. In 2016 IEEE Conference on Norbert Wiener in the 21st Century. 2016

Author

Shalymov, Dmitry S. ; Fradkov, Alexander L. / Dynamics of the Entropy and F-Divergence Minimization Processes Based on the Speed-Gradient Principle. 2016 IEEE Conference on Norbert Wiener in the 21st Century. 2016.

BibTeX

@inproceedings{32b17a28232145d388e73fffe66c0110,
title = "Dynamics of the Entropy and F-Divergence Minimization Processes Based on the Speed-Gradient Principle",
abstract = "The maximum and minimum entropy states are intensively investigated nowadays because of numerous applications in a various fields of science. Nevertheless the dynamics of a system that tends to minimize its relative entropy is still not well investigated. We propose a new equations describing dynamics of non-stationary processes that minimize f-divergence which is a class of generalized information distances. We use the Speed-Gradient principle originated in the control theory. The uniqueness of the limit probability distribution under the mass conservation and energy conservation constraints is examined. The proposed equations allow to forecast the dynamics of complex non-equilibrium systems. New dynamic equations for the Kullback–Liebler relative entropy, the Tsallis relative entropy, the Burg entropy, the Cressie-Read entropy and other are obtained as a special cases of provided general results.",
author = "Shalymov, {Dmitry S.} and Fradkov, {Alexander L.}",
year = "2016",
language = "English",
booktitle = "2016 IEEE Conference on Norbert Wiener in the 21st Century",

}

RIS

TY - GEN

T1 - Dynamics of the Entropy and F-Divergence Minimization Processes Based on the Speed-Gradient Principle

AU - Shalymov, Dmitry S.

AU - Fradkov, Alexander L.

PY - 2016

Y1 - 2016

N2 - The maximum and minimum entropy states are intensively investigated nowadays because of numerous applications in a various fields of science. Nevertheless the dynamics of a system that tends to minimize its relative entropy is still not well investigated. We propose a new equations describing dynamics of non-stationary processes that minimize f-divergence which is a class of generalized information distances. We use the Speed-Gradient principle originated in the control theory. The uniqueness of the limit probability distribution under the mass conservation and energy conservation constraints is examined. The proposed equations allow to forecast the dynamics of complex non-equilibrium systems. New dynamic equations for the Kullback–Liebler relative entropy, the Tsallis relative entropy, the Burg entropy, the Cressie-Read entropy and other are obtained as a special cases of provided general results.

AB - The maximum and minimum entropy states are intensively investigated nowadays because of numerous applications in a various fields of science. Nevertheless the dynamics of a system that tends to minimize its relative entropy is still not well investigated. We propose a new equations describing dynamics of non-stationary processes that minimize f-divergence which is a class of generalized information distances. We use the Speed-Gradient principle originated in the control theory. The uniqueness of the limit probability distribution under the mass conservation and energy conservation constraints is examined. The proposed equations allow to forecast the dynamics of complex non-equilibrium systems. New dynamic equations for the Kullback–Liebler relative entropy, the Tsallis relative entropy, the Burg entropy, the Cressie-Read entropy and other are obtained as a special cases of provided general results.

M3 - Conference contribution

BT - 2016 IEEE Conference on Norbert Wiener in the 21st Century

ER -

ID: 7581118