Timothy C. Sweeney-Fanelli, Ph.D.

Tim earned his PhD in the Department of Electrical and Computer Engineering at Clarkson University, Potsdam, N.Y. USA and Co-Founder of Affects AI LLC. Tim also has a Master of Science in Electrical Engineering, and Bachelor of Science in Software Engineering.His research is in Automated Emotion Recognition using Deep Learning, with a focus on embedded systems and real-time affect monitoring.

Publications

  • ECG-Driven Automated Personality Trait Identification
    T. C. Sweeney-Fanelli, J. C. Au-Yeung, N. G. Venkataswamy, and M. H. Imtiaz, "ECG-Driven Automatic Personality Trait Identification," 2025 IEEE Microelectronics Design and Test Symposium (MDTS), IEEE 2025.

  • Exploration of ECG Characteristics using Manual Feature Extraction
    T. C. Sweeney-Fanelli, E. Sola-Thomas, N. G. Venkataswamy, J. C. Au-Yeung and M. H. Imtiaz, "Predicting Emotional States from Wearable ECG," 2024 IEEE 15th Annual Ubiquitous Computing, Electronics & Mobile Communication Conference (UEMCON), Yorktown Heights, NY, USA, 2024, pp. 419-425

  • Temporal CNN for Automated Feature Extraction using ECG
    T. C. Sweeney-Fanelli and M. H. Imtiaz, "ECG-Based Automated Emotion Recognition Using Temporal Convolution Neural Networks," in IEEE Sensors Journal, vol. 24, no. 18, pp. 29039-29046, 15 Sept.15, 2024, doi: 10.1109/JSEN.2024.3434479.

  • Clarkson University Affective Dataset (CUADS)
    T. C. Sweeney-Fanelli and M. H. Imtiaz, "ECG-Based Automated Emotion Recognition Using Temporal Convolution Neural Networks," in IEEE Sensors Journal, vol. 24, no. 18, pp. 29039-29046, 15 Sept.15, 2024, doi: 10.1109/JSEN.2024.3434479.

Pending Publications

The publications below have been submitted for publication, and are still pending peer review.

  • Benchmark Framework and Case Study (Submitted to IEEE Transactions on Affective Computing, pending review)
    T. C. Sweeney-Fanelli and M. H. Imtiaz. Bridging the Gap in ECG-Based Emotion Recognition: A Unified Evaluation of Deep Learning Models. TechRxiv

Projects