Portfolio / Publications
From prototype to evidence.
Research becomes useful when its methods, limitations, and results can be examined by others.
Peer-reviewed work
IEEE publications
SmartStrings research: AI-assisted violin performance and posture feedback
Audio analysis, computer vision, 3D landmark tracking, and real-time learner feedback.
↗ Paper 02Extending intelligent music-learning systems through adaptive feedback
Experimental evaluation of design choices that support independent practice.
↗Technical writing
Ideas & experiments on Medium
I write about the practical decisions behind my research—from processing biometric signals to validating experimental results.
Detecting Meaningful Events in Continuous Biometric Signals
Turning streams of GSR and heart-rate variability data into interpretable moments.
Read article ↗ Experimental Design · Jan 2026Choosing the Right Statistical Tools for Validating Experimental Data
Selecting tests that match the data, research question, and assumptions.
Read article ↗ Multimodal AI · Jan 2026Detecting and Resolving Conflicts in Multimodal Predictions
What happens when text, speech, facial, and physiological signals disagree?
Read article ↗ Audio AI · Nov 2024Mastering Data Augmentation for Audio Inputs
Practical methods for building more robust audio machine-learning systems.
Read article ↗ Audio Science · Dec 2024Characteristics of Sound
Exploring the properties that shape how sound is produced, measured, and perceived.
Read article ↗ All technical writingFollow my continuing research notes on Medium.
View Medium profile ↗Research communication
Presentations & demonstrations
HARMONI project demonstration
Society for Science overview of the system, research question, and impact.
↗ PresentationLocal science-fair research presentation
System architecture, experimental design, results, and conclusions.
↗ TEDxAccessible technology and the human problem behind it
Sharing the motivation and lessons that shaped my work.
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