Machine Learning

A Comparative Evaluation of Machine Learning and Ensemble Models for Predicting Digital Forensic Investigation Outcomes Using Network Intrusion Data

INTRODUCTIONBackground to the StudyThe field of modern Forensic Science investigations has been substantially transformed by the rapid increase in cybercrime and the increasing volume of digital evidence. The demand for analytical techniques that can handle large, complex, and high-dimensional data that originates from digital settings is on the rise. Forensic analysis underwent a significant transformation […]

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Artificial Intelligence and Digital Transformation in Commerce and Education: Emerging Trends, Challenges, and Future Perspectives

Introduction The twenty-first century has witnessed unprecedented technological advancements driven by rapid developments in artificial intelligence (AI), digital communication systems, cloud computing, and data-driven technologies. Digital transformation has become a critical strategic priority for governments, industries, educational institutions, and businesses worldwide [1]. Artificial intelligence, defined as the ability of machines and computer systems to simulate

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