Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Research › peer-review
Dynamics of Differential Entropy Maximization Process via the Speed Gradient Principle. / Shalymov, Dmitry S.; Fradkov, Alexander L.
2015 23RD MEDITERRANEAN CONFERENCE ON CONTROL AND AUTOMATION (MED). ed. / JL Martinez; Munoz; J Quevedo; J Morales. IEEE Canada, 2015. p. 434-441 (Mediterranean Conference on Control and Automation).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Research › peer-review
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TY - GEN
T1 - Dynamics of Differential Entropy Maximization Process via the Speed Gradient Principle
AU - Shalymov, Dmitry S.
AU - Fradkov, Alexander L.
PY - 2015
Y1 - 2015
N2 - Dynamics of non-stationary processes that follow the MaxEnt principle for differential entropy is considered. A set of equations describing the dynamics of probability density function (pdf) for such processes is proposed. Equations are derived based on the Speed-Gradient principle originated in the control theory. The uniqueness of the limit pdf and asymptotic convergence of pdf are examined under the mass and energy conservation constraints.
AB - Dynamics of non-stationary processes that follow the MaxEnt principle for differential entropy is considered. A set of equations describing the dynamics of probability density function (pdf) for such processes is proposed. Equations are derived based on the Speed-Gradient principle originated in the control theory. The uniqueness of the limit pdf and asymptotic convergence of pdf are examined under the mass and energy conservation constraints.
KW - Differential entropy
KW - maximum entropy (Max-Ent) principle
KW - non-stationary processes
KW - probability density function (pdf)
KW - speed-gradient principle
KW - MAXIMUM-ENTROPY
KW - INFORMATION-THEORY
KW - CAPACITY
KW - SYSTEMS
U2 - 10.1109/MED.2015.7158787
DO - 10.1109/MED.2015.7158787
M3 - статья в сборнике материалов конференции
SN - 9781479999361
T3 - Mediterranean Conference on Control and Automation
SP - 434
EP - 441
BT - 2015 23RD MEDITERRANEAN CONFERENCE ON CONTROL AND AUTOMATION (MED)
A2 - Martinez, JL
A2 - Munoz, null
A2 - Quevedo, J
A2 - Morales, J
PB - IEEE Canada
Y2 - 16 June 2015 through 19 June 2015
ER -
ID: 3936912