A Comparative Analysis of Immunity-Inspired Cybersecurity Approaches

Cybersecurity has evolved significantly over the years, with a growing interest in biologically inspired models that emulate the immune system’s defense mechanisms. This paper provides a comparative analysis of various immunity-based approaches in cybersecurity, tracking their progression from their inception to the present. It explores the strengths and limitations of these methods across different cybersecurity areas, such as intrusion detection, malware analysis, and network protection. By reviewing foundational research, recent advancements, and existing challenges, this study aims to offer a well-rounded perspective on the effectiveness and constraints of immunity-driven strategies in protecting modern digital infrastructure. Additionally, it highlights emerging trends and future directions, stressing the importance of integrating these approaches with machine learning and other advanced technologies to strengthen cybersecurity resilience.

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Publication Details

Published
2025-11-27
DOI
https://doi.org/10.3390/engproc2025112073
Primary Topic
Artificial Immune Systems Applications
Type
article
Field-Weighted Citation Impact
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article

A Comparative Analysis of Immunity-Inspired Cybersecurity Approaches

Ayoub Bahnasse, Brahim El Bhiri, Mouaad Mohy-eddine, A. Anilet Bala
Artificial Immune Systems Applications
article

A Comparative Analysis of Immunity-Inspired Cybersecurity Approaches

Ayoub Bahnasse, Brahim El Bhiri, Mouaad Mohy-eddine, A. Anilet Bala
article en

Abstract

Cybersecurity has evolved significantly over the years, with a growing interest in biologically inspired models that emulate the immune system’s defense mechanisms. This paper provides a comparative analysis of various immunity-based approaches in cybersecurity, tracking their progression from their inception to the present. It explores the strengths and limitations of these methods across different cybersecurity areas, such as intrusion detection, malware analysis, and network protection. By reviewing foundational research, recent advancements, and existing challenges, this study aims to offer a well-rounded perspective on the effectiveness and constraints of immunity-driven strategies in protecting modern digital infrastructure. Additionally, it highlights emerging trends and future directions, stressing the importance of integrating these approaches with machine learning and other advanced technologies to strengthen cybersecurity resilience.

Direction de l’Epidémiologie et de Lutte contre les Maladies (MA), University of Hassan II Casablanca (MA)
Openalex Percentile: Top 64%
Artificial Immune Systems Applications
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