Early music manuscript and handwritten analytical notes on a library desk
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.

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Historical music theory manuscripts beside a wooden monochord
Historical Developments of Musical Systems (2018)

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

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Classical score and pencil reduction beside a piano keyboard
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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Tonal and post-tonal score analysis with pitch-class study cards
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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Art song score and poetry book beside an upright piano
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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Researcher studying chroma plots with a MIDI keyboard and score
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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Researcher reviewing music and memory study data beside headphones
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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Participant taking part in an in-vehicle auditory warning study
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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Researcher connecting music and physiological sensing equipment
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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Pianist using real-time harmony analysis software with a MIDI keyboard
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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EEG and MIDI experiment in a university music cognition laboratory
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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Headphone listener using a wrist heart sensor while walking in a park
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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MIDI, EEG, cardiovascular, and behavioral streams converging in a music cognition laboratory
MusWM: A Capacity-Limited Architecture for Musical Working Memory

A cognitively grounded, real-time architecture that makes working-memory capacity, attentional control, and multimodal binding explicit across musical, physiological, and behavioral streams.

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Live MIDI harmonic tokens synchronized with EEG, cardiovascular, and behavioral signals
A Real Time Multimodal Architecture for Musical Expectation

A real-time framework that converts live MIDI into explainable Roman-numeral tokens and synchronizes each harmonic event with EEG, cardiovascular, and behavioral streams.

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