Automatic Evaluation of Aspects of Performance and Scheduling in Playing the Piano
Tamir-Ostrover H, Baruch G, Peleg O, Yellin Y, Rosenberg M, Moringen A, Krieger K, Ritter H, Friedman J (2022)
Presented at the 30th ACM Conference on User Modeling, Adaptation and Personalization (UMAP), Barcelona.
Konferenzbeitrag
| Veröffentlicht | Englisch
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umap22.pdf
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Autor*in
Tamir-Ostrover, Hila;
Baruch, Gilad;
Peleg, Or;
Yellin, Yonatan;
Rosenberg, Maor;
Moringen, AlexandraUniBi ;
Krieger, KathrinUniBi;
Ritter, HelgeUniBi ;
Friedman, Jason
Abstract / Bemerkung
There is a growing trend to teach playing an instrument such as
a piano at home using an automated system. A key component of
such systems is the ability to rate performance of the learner in
order to provide feedback and select appropriate exercises. In this
study, we expand on previous works that have developed automatic
evaluation systems for an overall grade by also providing predic-
tions for specific aspects of performance: pitch, rhythm, tempo, and
articulation & dynamics, as well as scheduling what is an appropri-
ate next task. We describe how a set of salient features is extractedUMAP ’22, July 4–7, 2022, Barcelona, Spain
by comparing MIDI performance data of three piano players to
an ideal performance, how the features used for evaluation are
selected, and evaluate using linear regression how well the selected
features are able to predict the mean scores given by a group of
domain experts (piano teachers). Relatively good R 2 scores (0.54 to
0.68) are achieved using a small number of features (2 - 4). Such
automatic evaluation of different aspects of performance can be
used as a part of an automatic learning system, and to help provide
learners with detailed feedback on their performance.
Erscheinungsjahr
2022
Urheberrecht / Lizenzen
Konferenz
30th ACM Conference on User Modeling, Adaptation and Personalization (UMAP)
Konferenzort
Barcelona
Page URI
https://pub.uni-bielefeld.de/record/2963774
Zitieren
Tamir-Ostrover H, Baruch G, Peleg O, et al. Automatic Evaluation of Aspects of Performance and Scheduling in Playing the Piano. Presented at the 30th ACM Conference on User Modeling, Adaptation and Personalization (UMAP), Barcelona.
Tamir-Ostrover, H., Baruch, G., Peleg, O., Yellin, Y., Rosenberg, M., Moringen, A., Krieger, K., et al. (2022). Automatic Evaluation of Aspects of Performance and Scheduling in Playing the Piano. Presented at the 30th ACM Conference on User Modeling, Adaptation and Personalization (UMAP), Barcelona.
Tamir-Ostrover, Hila, Baruch, Gilad, Peleg, Or, Yellin, Yonatan, Rosenberg, Maor, Moringen, Alexandra, Krieger, Kathrin, Ritter, Helge, and Friedman, Jason. 2022. “Automatic Evaluation of Aspects of Performance and Scheduling in Playing the Piano”. Presented at the 30th ACM Conference on User Modeling, Adaptation and Personalization (UMAP), Barcelona .
Tamir-Ostrover, H., Baruch, G., Peleg, O., Yellin, Y., Rosenberg, M., Moringen, A., Krieger, K., Ritter, H., and Friedman, J. (2022).“Automatic Evaluation of Aspects of Performance and Scheduling in Playing the Piano”. Presented at the 30th ACM Conference on User Modeling, Adaptation and Personalization (UMAP), Barcelona.
Tamir-Ostrover, H., et al., 2022. Automatic Evaluation of Aspects of Performance and Scheduling in Playing the Piano. Presented at the 30th ACM Conference on User Modeling, Adaptation and Personalization (UMAP), Barcelona.
H. Tamir-Ostrover, et al., “Automatic Evaluation of Aspects of Performance and Scheduling in Playing the Piano”, Presented at the 30th ACM Conference on User Modeling, Adaptation and Personalization (UMAP), Barcelona, 2022.
Tamir-Ostrover, H., Baruch, G., Peleg, O., Yellin, Y., Rosenberg, M., Moringen, A., Krieger, K., Ritter, H., Friedman, J.: Automatic Evaluation of Aspects of Performance and Scheduling in Playing the Piano. Presented at the 30th ACM Conference on User Modeling, Adaptation and Personalization (UMAP), Barcelona (2022).
Tamir-Ostrover, Hila, Baruch, Gilad, Peleg, Or, Yellin, Yonatan, Rosenberg, Maor, Moringen, Alexandra, Krieger, Kathrin, Ritter, Helge, and Friedman, Jason. “Automatic Evaluation of Aspects of Performance and Scheduling in Playing the Piano”. Presented at the 30th ACM Conference on User Modeling, Adaptation and Personalization (UMAP), Barcelona, 2022.
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