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A Linguistic Approach to the Syntax of Early Music (2015)

A human-centered framework integrating regulations, sensors, urgency, and multimodal UX for safer ADAS interactions.

Launch
Interactive Media Design
Historical Developments of Musical Systems (2018)

Explores Greater Perfect System and Hexachord Theory from Roman to Renaissance periods and their modern reception.

Launch
Historical Developments of Musical Systems
A Generative Tool for Schenkerian-Caplinian Form Analysis (2018)

Analysis of Beethoven's Op. 7, mvt.i, integrating Schenkerian and Caplinian theories with generative grammar concepts.

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An Interactive Media Oriented Analysis
An Interactive Media Oriented Analysis of Tonal and Post-Tonal Music (2023)

An exploration of analytical techniques for tonal and post-tonal music, emphasizing association over prolongation.

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Chroma Directed Initial and Final Tonic Assignment
Bridging Music and Text with Generative Models

A study of Schubert’s music showing how melody and lyrics interact to express emotions clearly for listeners

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Chroma Directed Initial and Final Tonic Assignment
A Music Predictive Coding System: Chroma Directed Initial and Final Tonic Assignment

Analyzes starting and ending tonics using chroma, grammar, and data rules to show tonal changes clearly and effectively

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Data Analysis On Music And Memory Research
Data Analysis On "Music And Memory" Research In Music And Health Science Contexts

This study addresses the lack of structural tools by integrating real-time multimodal software in music and memory research

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Data Analysis On Music And Memory Research
A Cognitive Approach in In-vehicle Warning Sound Design

This study presents a human-centered auditory warning model aligning ADAS alerts to reduce cognitive load and improve safety

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Data Analysis On Music And Memory Research
Real-Time Software for Music and Health Science Contexts

This review shows current systems cannot align harmony with real-time EEG or behavior, highlighting need for multimodal tools

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Data Analysis On Music And Memory Research
Real-Time Automatic Roman Numeral Analysis

Enables real-time Roman numeral analysis of MIDI via distributed system with backend processing, WebSocket communication, and browser computation

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CNS 2026 Poster Presentation
Real-Time Multimodal Framework

Real-time system synchronizing MIDI-based harmonic tokens with EEG, using adaptive windowing and lookup models to track musical memory dynamics

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CNS 2026 Poster Presentation
Heart-Beat Adaptive Music Recommendation System

Real-time system maps HR and HRV to valence–energy space, enabling interpretable, physiology-driven music recommendations using enriched datasets

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