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What if the 'When' Implies the 'What'?: Human harmonic analysis datasets clarify the relative role of the separate steps in automatic tonal analysis. (2021)
Presentation / Conference Contribution
Gotham, M., Kleinertz, R., Weiß, C., Müller, M., & Klauk, S. (2021, November). What if the 'When' Implies the 'What'?: Human harmonic analysis datasets clarify the relative role of the separate steps in automatic tonal analysis. Presented at ISMIR 2021: 22nd International Society for Music Information Retrieval Conference, Online

This paper uses the emerging provision of human harmonic analyses to assess how reliably we can map from knowing only when chords and keys change to a full identification of what those chords and keys are. We do this with a simple implementation of p... Read More about What if the 'When' Implies the 'What'?: Human harmonic analysis datasets clarify the relative role of the separate steps in automatic tonal analysis..

Augmentednet: A Roman Numeral Analysis Network with Synthetic Training Examples and Additional Tonal Tasks (2021)
Presentation / Conference Contribution
López, N. N., Gotham, M., & Fujinaga, I. (2021, November). Augmentednet: A Roman Numeral Analysis Network with Synthetic Training Examples and Additional Tonal Tasks. Presented at ISMIR 2021: 22nd International Society for Music Information Retrieval Conference, Online

AugmentedNet is a new convolutional recurrent neural network for predicting Roman numeral labels. The network architecture is characterized by a separate convolutional block for bass and chromagram inputs. This layout is further enhanced by using syn... Read More about Augmentednet: A Roman Numeral Analysis Network with Synthetic Training Examples and Additional Tonal Tasks.

Serial Analysis: A Digital Library of Rows in the Repertoire and their Properties, with Applications for Teaching and Research (2021)
Presentation / Conference Contribution
Gotham, M., & Yust, J. (2021, July). Serial Analysis: A Digital Library of Rows in the Repertoire and their Properties, with Applications for Teaching and Research. Presented at DLfM '21: 8th International Conference on Digital Libraries for Musicology, Virtual Conference

Recent years have seen the emergence of concerted efforts for consolidating and curating digital libraries of musical analyses. This is a welcome development that stands to complement the more established attention to collections of musical resources... Read More about Serial Analysis: A Digital Library of Rows in the Repertoire and their Properties, with Applications for Teaching and Research.