Qiang Ye

Qiang Ye

Professor

Faculty of Computer Science, Dalhousie University

About

My research centers on applying advanced machine learning techniques to improve cybersecurity and wireless communication systems. A major focus is the development of intelligent Intrusion Detection Systems using deep learning, generative models, and adaptive algorithms that enhance threat detection accuracy while maintaining robustness and efficiency. In parallel, I investigate data quality challenges in the Internet of Things. By leveraging transformer architectures and large language models, my work reconstructs missing or corrupted sensor data, enabling more reliable analytics and decision making. Together, these efforts contribute to building more secure, resilient, and intelligent networked systems capable of operating effectively in complex real-world environments.