Predictive dynamics of a two-way interactive Cooperative and Supportive Neural Network

The conventional Cooperative and Supportive Neural Network model is a hierarchical model with one-way interaction from the subsystem to the main system. This article proposes a two-way interactive Cooperative and Supportive Neural Network model, where the inputs are carried from subsystem to main system and main system to subsystem. The behaviour of the model is analyzed by establishing the results for the existence of equilibria and the global stability of the model at equilibria. The model's predictive dynamics are highlighted by establishing a result for estimating the inputs for a pre-defined output. The results obtained are verified through numerical examples.

Authors

Publication Details

Journal
Panamerican mathematical journal.
Published
2025-03-25
DOI
https://doi.org/10.52783/pmj.v35.i4s.5463
Primary Topic
Neural Networks and Applications
Type
article
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article

Predictive dynamics of a two-way interactive Cooperative and Supportive Neural Network

G. Shirisha
Panamerican mathematical journal.
Neural Networks and Applications
article

Predictive dynamics of a two-way interactive Cooperative and Supportive Neural Network

G. Shirisha
article en

Abstract

The conventional Cooperative and Supportive Neural Network model is a hierarchical model with one-way interaction from the subsystem to the main system. This article proposes a two-way interactive Cooperative and Supportive Neural Network model, where the inputs are carried from subsystem to main system and main system to subsystem. The behaviour of the model is analyzed by establishing the results for the existence of equilibria and the global stability of the model at equilibria. The model's predictive dynamics are highlighted by establishing a result for estimating the inputs for a pre-defined output. The results obtained are verified through numerical examples.

Panamerican mathematical journal.Vol. 35(4s)
Openalex Percentile: Top 93%
Neural Networks and Applications
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Predictive dynamics of a two-way interactive Cooperative and Supportive Neural Network — G. Shirisha · Panamerican mathematical journal. (2025) | TGRS Research Map | TGRS