Journal Of Network security Review Article

Cybersecurity Early Detection Algorithms for Threats

  1. Maniyar Dhruvi Nitinbhai Deparment of Information Technology, Shree Swaminarayan College of Computer Science, Bhavnagar

Abstract

Cybersecurity plays a vital role in protecting digital systems, networks, and data from unauthorized access, misuse, and cyberattacks in an increasingly interconnected world. As reliance on internet-based technologies continues to grow, the frequency and sophistication of cyber threats have also increased, making effective cybersecurity strategies essential. Cybersecurity encompasses a comprehensive framework that integrates technological solutions, organizational processes, and human awareness to ensure the confidentiality, integrity, and availability of information. Key protective measures include secure networking practices, encryption techniques, intrusion detection systems, and the use of artificial intelligence for threat detection and prevention. In addition, cybersecurity is not a static solution but a continuous risk management process involving threat identification, vulnerability mitigation, system monitoring, and incident response. The dynamic nature of cyber threats requires constant adaptation of tools, policies, and user training. Despite advancements in defensive technologies, securing complex environments such as the Internet of Things remains a significant challenge. Ultimately, cybersecurity aims to establish a resilient digital ecosystem that supports secure communication, trustworthy digital transactions, and reliable information exchange for individuals, organizations, and governments. By proactively managing risks and evolving alongside emerging threats, cybersecurity strengthens trust, stability, and operational continuity in modern digital infrastructures.

Keywords

References (10)

  1. Fang D, Huang G, Chang S, Yang H, Hu L, Ye D. Shorter lattice-based verifiable encryption using bimodal Gaussian. Cybersecurity. 2025;8(1). doi:10.1186/s42400-024-00351-4
  2. Yang Y, Li Z, Ding Y, Hu M. MAT-FHE: arbitrary dimension matrix multiplication scheme for floating point over fully homomorphic encryption. Cybersecurity. 2025;8(1). doi:10.1186/s42400-024-00303-y
  3. Sarathe Krisshnan Jutoo Vijayaraghavan. Policy as Code: A paradigm shifts in infrastructure security and governance. World Journal of Advanced Research and Reviews. 2025;26(1):3399-3405. doi:10.30574/wjarr.2025.26.1.1441
  4. Hamidi MS, Singh B. Analysis of cyber security challenges in developing countries. Nanotechnol Percept. 2024;20(S3):604–610.
  5. Asaad RR, Saeed VA. A Cyber Security Threats, Vulnerability, Challenges and Proposed Solution. Applied computing Journal. 2022:227-244. doi:10.52098/acj.202260
  6. Russell D, Gangemi GT. Computer Security Basics. Sebastopol (CA): O’Reilly Media Inc.; 1991.
  7. Cybersecurity and Infrastructure Security Agency. Framework for improving critical infrastructure cybersecurity. Washington (DC): CISA; 2014.
  8. Hamidi MS, Singh B. Designing a novel cybersecurity framework to prevent cyberattacks with reference to least developing countries. Nanotechnol Percept. 2024;20:159–165.
  9. Chisty NMA, Baddam PR, Amin R. Strategic Approaches to Safeguarding the Digital Future: Insights into Next-Generation Cybersecurity. Engineering International. 2022;10(2):69-84. doi:10.18034/ei.v10i2.689
  10. Baer N. Infrastructure as code: Transforming IT operations through declarative configuration management. J Multidiscip. 2025;5(7):448–454.
Support