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A Perturbation and Symmetry-Based Analysis of Mobile Malware Dynamics in Smartphone Networks

Authors: Mohammad Ababneh,Yousef AbuHour,Ammar Elhassan
Publisher: MDPI AG
Publish date: 2025-7-21
ISSN: 2076-3417 DOI: 10.3390/app15148086
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Issue: In the model formulation (Eq. 1), the quarantine compartment Mq​ receives individuals from the infected compartment Mi​ through theta_1​, and releases them to the recovered compartment Mr​ through q. Additionally, a portion of infected devices recovers directly via theta_2.

However, the interpretation of theta = theta_1 + theta_2​ is inconsistent: theta_1 and theta_2​ have qualitatively different meanings (quarantine initiation vs. direct recovery), yet they are summed as a single “recovery” parameter in key derivations, including:

The Jacobian matrix linearization and eigenvalue analysis.
The calculation of the basic reproduction number R0​ in Eq. (7).
The Lyapunov function formulations in both Theorem 2 and 3.

Question:
Given that theta_1 and theta_2​ govern entirely different processes (quarantine entrance vs. recovery), how do the authors justify treating theta = theta_1 + theta_2​ as a lumped term in derivations that assume a common outflow from the infected class Mi​? Does this not violate the principle of compartmental independence and misrepresent the infection duration, potentially biasing the calculation of R0​, especially since theta_1​ leads to a delayed recovery (via q) rather than direct removal?

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