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This Special Issue seeks to highlight the variety of impactful methods and tools designed for fulfilling monitoring and detection functions in networks and IoT systems. Contributions with statistical, machine/deep learning, and other data-driven approaches are encouraged, especially those that demonstrate the significant impact of state-of-the-art algorithms and methodologies. Submissions are accepted until the deadline and will be peer-reviewed.