Automatic competency assessment of rhythm performances of ninth-grade and tenth-grade pupils
Abeßer J, Hasselhorn J, Grollmisch S, Dittmar C, Lehmann A (2014)
Publication Type: Conference contribution
Publication year: 2014
Publisher: National and Kapodistrian University of Athens
Pages Range: 1252-1256
Conference Proceedings Title: Proceedings - 40th International Computer Music Conference, ICMC 2014 and 11th Sound and Music Computing Conference, SMC 2014 - Music Technology Meets Philosophy: From Digital Echos to Virtual Ethos
Event location: Athens, GRC
ISBN: 9789604661374
Abstract
In this paper, we introduce an approach for automated testing of music competency in rhythm production of ninthgrade and tenth-grade pupils. This work belongs in the larger context of modeling ratings of vocal and instrumental performances. Our approach relies on audio recordings from a specialized mobile application. Rhythmic features were extracted and used to train a machine-learning model which was targeted to approximate human ratings. Using two classes to assess the rhythmic performance, we obtained a mean class accuracy of 0.86. Copyright:
Authors with CRIS profile
Involved external institutions
Fraunhofer-Institut für Digitale Medientechnologie IDMT
Germany (DE)
Fraunhofer-Institut für Biomedizinische Technik (IBMT) / Fraunhofer Institute for Biomedical Engineering
Germany (DE)
Germany (DE)
Fraunhofer-Institut für Biomedizinische Technik (IBMT) / Fraunhofer Institute for Biomedical Engineering
Germany (DE)
How to cite
APA:
Abeßer, J., Hasselhorn, J., Grollmisch, S., Dittmar, C., & Lehmann, A. (2014). Automatic competency assessment of rhythm performances of ninth-grade and tenth-grade pupils. In Georgios Kouroupetroglou, Anastasia Georgaki (Eds.), Proceedings - 40th International Computer Music Conference, ICMC 2014 and 11th Sound and Music Computing Conference, SMC 2014 - Music Technology Meets Philosophy: From Digital Echos to Virtual Ethos (pp. 1252-1256). Athens, GRC: National and Kapodistrian University of Athens.
MLA:
Abeßer, Jakob, et al. "Automatic competency assessment of rhythm performances of ninth-grade and tenth-grade pupils." Proceedings of the 40th International Computer Music Conference, ICMC 2014, Joint with the 11th Sound and Music Computing Conference, SMC 2014 - Music Technology Meets Philosophy: From Digital Echos to Virtual Ethos, Athens, GRC Ed. Georgios Kouroupetroglou, Anastasia Georgaki, National and Kapodistrian University of Athens, 2014. 1252-1256.
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