Stability of Stochastic Networks with Proportional Delays and the Unsupervised Hebbian-Type Learning Algorithm

Autor: Famei Zheng, Xiaojing Wang, Xiwang Cheng
Jazyk: angličtina
Rok vydání: 2023
Předmět:
Zdroj: Mathematics, Vol 11, Iss 23, p 4755 (2023)
Druh dokumentu: article
ISSN: 2227-7390
DOI: 10.3390/math11234755
Popis: The stability problem of stochastic networks with proportional delays and unsupervised Hebbian-type learning algorithms is studied. Applying the Lyapunov functional method, a stochastic analysis technique and the Ito^ formula, we obtain some sufficient conditions for global asymptotic stability. We also discuss the estimation of the second moment. The correctness of the main results is verified by two numerical examples.
Databáze: Directory of Open Access Journals
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