Abstract
The ever-increasing complexity of cyber threats mandates advanced defense mechanisms. Intrusion Detection Systems (IDS) have emerged as fundamental tools in cybersecurity, incessantly monitoring networks for any suspicious activities. This paper offers an in-depth examination of IDS, tracing its evolution, methodologies, challenges, and future trajectories, substantiating the assertions with empirical studies and research.
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