An Introduction to the DCML

Описание: This video (originally created for our ISMIR 2021 Lab Showcase) highlights some of the current directions of the research we do at the DCML! You can always check out our website for the most up-to-date details: https://www.epfl.ch/labs/dcml/

Research Topics:
Music cognition
(Formal) music theory
Computational musicology

Current Research Projects:
Distant Listening to Harmony (SNF)
Principles of Musical Structure Building (ERC)
Corpus Project

Citations and Links from the video (by slide number)

4:
Harmony grammar: Rohrmeier, M. (2020). The Syntax of Jazz Harmony: Diatonic Tonality, Phrase Structure, and Form. Music Theory and Analysis (MTA), 7(1), 1–63. https://doi.org/10.11116/MTA.7.1.1

Harmony grammar: Harasim, D., Rohrmeier, M., & O’Donnell, T. J. (2018). A Generalized Parsing Framework for Generative Models of Harmonic Syntax. International Society for Music Information Retrieval Conference (ISMIR) 2018. (152–159).

Rhythm grammar: Martin Rohrmeier. (2020). Towards a formalization of musical rhythm. ISMIR, 621–629. https://doi.org/10.5281/zenodo.4245508

Proto-voices: Finkensiep, C., & Rohrmeier, M. (2021). Modeling and Inferring Proto-Voice Structure in Free Polyphony. ISMIR, 2021.

5:
Pitchscapes: Lieck R, Rohrmeier M (2020) Modelling Hierarchical Key Structure with Pitch Scapes. ISMIR, 2020.

Wavescapes: https://github.com/DCMLab/wavescapes

ACFGs: Harasim, D., Rohrmeier, M., & O’Donnell, T. J. (2018). A Generalized Parsing Framework for Generative Models of Harmonic Syntax. ISMIR 2018 (152–159).

Harmony Neural Network: McLeod, Andrew and Rohrmeier, Martin. "A Modular System for the Harmonic Analysis of Musical Scores using a Large Vocabulary". ISMIR, 2021.

Schema matcher: Finkensiep, C., Déguernel, K., Neuwirth, M., & Rohrmeier, M. (2020). Voice-leading schema recognition using rhythm and pitch features. ISMIR, 520–526.

6:
Tonal diffusion: Lieck, R., Moss, F. C., & Rohrmeier, M. (Eds.). (2020). The Tonal Diffusion Model. Transactions of the International Society for Music Information Retrieval, 3(1), 153–164. https://doi.org/10.5334/tismir.46

8:
A Historical Analysis of Harmonic Progressions using Chord Embeddings.
Elia Anzuoni, Sinan Ayhan, Federico Dutto, Andrew McLeod, Fabian C. Moss, and Martin Rohrmeier. Sound and Music Computing Conference (SMC), 2021.

9:
Chord Model: Hentschel, Johannes, Moss, Fabian C., McLeod, Andrew, Neuwirth, Markus, and Rohrmeier, Martin. "Towards a Unified Model of Chords in Western Harmony". Music Encoding Conference (MEC), 2021.

10:
Treebank: D. Harasim, C. Finkensiep, P. Ericson, T. J. O'Donnell, and M. Rohrmeier (2020). The Jazz Harmony Treebank. ISMIR, 207-215.

Aligned Scores and Performances (ASAP) Dataset: Foscarin, Francesco, McLeod, Andrew, Rigaux, Philippe, Jacquemard, Florent, and Sakai, Masahiko. "ASAP: a dataset of aligned scores and performances for piano transcription". ISMIR, 2020.

Beethoven quartets: Moss, F. C., Neuwirth, M., Harasim, D., & Rohrmeier, M. (2019). Statistical characteristics of tonal harmony: A corpus study of Beethoven’s string quartets. PLoS ONE, 14(6), e0217242.

Mozart sonatas: Hentschel, J., Neuwirth, M., & Rohrmeier, M. (2021). The Annotated Mozart Sonatas: Score, Harmony, and Cadence. Transactions of the International Society for Music Information Retrieval, 4(1), 67–80.

13:
Syntactic processing: Herff, S. A., Harasim, D., Cecchetti, G., Finkensiep, C., & Rohrmeier, M. A. (2021). Hierarchical syntactic structure predicts listeners’ sequence completion in music. Proceedings of the Annual Meeting of the Cognitive Science Society, 43(43).

14:
Harmony vs voice leading: Wall, L., Lieck, R., Neuwirth, M., & Rohrmeier, M. (2020). The Impact of Voice Leading and Harmony on Musical Expectancy. Scientific Reports, 10(1), 5933.

16:
ms3: https://pypi.org/project/ms3/

pitch library:
python: https://github.com/DCMLab/pitchtypes
Julia: https://github.com/DCMLab/Pitches.jl
Haskell: https://github.com/DCMLab/haskell-mus...
purescript: https://github.com/DCMLab/purescript-...
rust: https://github.com/DCMLab/rust-pitches

17:
Reductive annotation app: Ericson, Petter and Rohrmeier, Martin. "Hierarchical Annotation of MEI-encoded Sheet Music". ISMIR Late-breaking Demo Session (LBD), 2020.

Harmony Tree annotation: https://dcmlab.github.io/tree-annotat...

Proto-voice annotation tool: https://dcmlab.github.io/protovoice-a...