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Master of Science in Data Science (MSDS) student Chris Hainzl and his faculty advisor Dr. Sourav Dutta have published their research at the 12th IEEE International Conference on Cyber Security and Cloud Computing (IEEE CSCloud 2025). Their paper, titled “Dynamic Feature Clustering for Anomaly Detection in Streaming Cybersecurity Data,” addresses one of the most pressing challenges in modern cybersecurity: detecting anomalous behavior in real time from continuous data streams such as firewall logs, intrusion detection systems, and network monitors.
The research introduces Adaptive Feature Clustering for Streaming Data (AFCSD), a novel clustering approach that incrementally updates feature groupings by tracking covariance matrix drift. This dynamic method allows feature clusters to adapt as data distributions shift, enhancing both the accuracy and computational efficiency of anomaly detection in non-stationary environments.
The publication of this work at a premier IEEE conference underscores the significant contributions Ramapo students and faculty are making in advancing scalable, real-time solutions to critical cybersecurity challenges.
Congratulations to Chris and Dr. Dutta on this outstanding achievement!
Categories: Cybersecurity
Join us for the second DMC Lecture Series of Fall 2025 – and the second by a Ramapo CS Alum!
November 12th, 5:30pm
ASB 524
A degree in Computer Science provides the foundation for solving real-world problems in cybersecurity and digital forensics. In this presentation, I will share how core programming and problem-solving skills translated into developing custom forensic scripts, building in-house automation tools, and streamlining complex data processes. I will also highlight how computer science fundamentals extend into my everyday work dealing with developers to senior leadership.
Craig Brady is a Senior Director of Cybersecurity with over 17 years of experience leading high-performing teams across incident response, threat intelligence, engineering, and vulnerability management. Craig specializes in building scalable security operations programs, developing insider threat frameworks, and guiding organizations through complex mergers, compliance requirements, and emerging threat landscapes. Beyond his technical expertise, Craig is recognized as a collaborative leader and mentor, focused on professional growth, team development, and fostering a culture of accountability. Outside of cybersecurity, he enjoys 3D printing, smart home projects, and traveling.
Categories: Cybersecurity, Lecture Series, MSCS, MSDS
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