Jackson Small

Jackson Small

he/him

Data Scientist. UCF B.S. Data Science (2026) · M.S. Statistics & Data Science (Fall 2026) · AI Associate Developer at Insurity.

Talks and presentations

Theoretical Analysis of CNNs for Automatic Seizure Detection in EEG Signals

March 01, 2026

Poster Presentation, UCF Student Scholar Symposium, University of Central Florida, Orlando, FL, USA

Poster presentation of honors undergraduate thesis research at the annual UCF Student Scholar Symposium. Presented CNN-based EEG seizure detection with formal Lipschitz stability bounds (L = 24.72), frequency domain analysis, and results: 97% accuracy, 0.99 AUC.

Theoretical Analysis of CNNs for Automatic Seizure Detection in EEG Signals

September 01, 2025

Poster Presentation, Burnett Honors College Family Weekend, University of Central Florida, Orlando, FL, USA

Poster presentation of honors undergraduate thesis research. Demonstrated the 1D CNN architecture for EEG seizure detection, Butterworth filtering pipeline, Lipschitz stability analysis, and frequency domain interpretation of learned features (22 Hz beta-wave band). Results: 97% accuracy, 0.99 AUC on the University of Bonn EEG dataset.