Precise real-time Automatic Roman Numeral Analysis has long been a sought-after goal in the music information retrieval and computational music theory communities. The present work addresses this challenge by providing a concrete and directly observable solution through a multimodal real-time software framework that integrates Roman numeral–based musical structure analysis with behavioral and electrophysiological data.
I am a UX researcher and UI designer focused on real-time, adaptive systems that respond to human cognition and behavior in dynamic environments. I developed a human-centered in-vehicle warning system, creating a scalable UX framework that organizes 100+ ADAS use cases into a coherent auditory and visual ecosystem. This work strengthened my focus on safety-critical design, system-level thinking, and cross-functional collaboration. Building on this, I developed a real-time multimodal system that performs expert-level harmonic analysis and synchronizes musical structure with physiological and behavioral data. This enables adaptive experiences where media responds directly to user state, supporting stress-aware, attention-aware, and personalized in-vehicle interaction. I am focused on bringing these systems into real-world applications, contributing to intelligent, human-centered environments that integrate real-time data, UX strategy, and system design.
Evanston, IL, USA
Poster presentation: "A Real-Time Multimodal Architecture for Musical Expectation: Automatic Harmonic Tokenization with Behavioral and Physiological Synchronization."
Poster Presentation (forthcoming)
Evanston, IL, USA
Poster presentation: "MusWM: A Computational Model for Musical Working Memory."
Poster Presentation (forthcoming)
Vancouver, BC, Canada - JW Marriott Parq Vancouver Hotel
Poster presentation: "Dynamic Temporal Alignment of EEG and Music: A Novel Framework for Real-Time Music
Cognition Research."
Scheduled for March 8, 2026
Cambridge, UK - The Centre for Music and Science (University of Cambridge)
Poster presentation: "A Real-Time Multimodal Platform for Music Cognition Research."
Scheduled for April 16, 2026
Bologna, Italy - Palazzo dei Congressi
Workshop (90 mins): "A Multimodal Real-Time Tool for Music Therapy: Investigating Musical Memory and Emotional Engagement in Cognitive Decline."