Roman Numeral Analysis with Graph Neural Networks

An Introductory Guide

In this article, I would like to explain my journey in developing a model for automatic harmonic analysis. Personally, I am interested in understanding music deeply. Questions like: “Why are things structured the way they are?” and “What was the composer or artist thinking when writing the piece?” are important to me. Naturally, the way to start was for me to analyse the underlying harmony of a piece.

Scavenging my old notebooks back from the conservatory I …

analysis article artist deep learning graph graph neural networks journey music networks neural networks questions thinking thoughts-and-theory understanding writing