Emergent Tonal Structure in Learned Chord Embeddings and Its Relation to Tonal Tension
Several tonal pitch spaces and computational models have been proposed to analyze tonal structure in Western tonal music, many of them grounded in principles from music theory and used to support tonal analysis with important implications for tonal tension. In parallel, data-driven methods such as skip-gram have been used to learn chord embeddings from symbolic corpora, but their ability to recover tonal structure and its relation to tonal tension remains underexplored. In this work, we investigate how skip-gram chord embeddings reflect tonal structure and whether they provide a useful basis for analyzing structural aspects of tonal tension. Using chord sequences with and without transpos...
| Authors | Maral Ebrahimzadeh, Gilberto Bernardes, Sebastian Stober |
|---|---|
| Primary category | cs.SD |
| Published | 29 September 2026 |
| Last updated at source | 29 September 2026 |
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