MMTS054 Music Information Retrieval (10 op)
Opinnon taso:
Syventävät opinnot
Arviointiasteikko:
0-5
Suorituskieli:
englanti
Vastuuorganisaatio:
Musiikin, taiteen ja kulttuurin tutkimuksen laitos
Opetussuunnitelmakaudet:
2017-2018, 2018-2019, 2019-2020
Kuvaus
Sisältö
The course provides an overview of main areas and methodologies in information retrieval that are relevant to music research, including machine learning, signal processing, neuroimaging and semantic computing.
Suoritustavat
Lectures; Demonstration Workshops; Group work Completion modes Survey presentation (individual work); Research project (group work); Project report.
Osaamistavoitteet
Students acquire knowledge regarding the core issues of the discipline, and retain a general guide map for future studies.
Lisätietoja
Scheduling 3rd semester
Oppimateriaalit
• Alluri, V., Toiviainen, P., Jääskeläinen, I. P., Glerean, E., Sams, M., & Brattico, E. (2012). Large-scale brain networks emerge from dynamic processing of musical timbre, key and rhythm. NeuroImage, 59(4), 3677 – 3689.
• Domingos, P. (2012). A few useful things to know about machine learning. Communications of the ACM, 55(10):78–87.
• Foote, J. (2000). Automatic audio segmentation using a measure of audio novelty. In IEEE International Conference on Multimedia and Expo, volume 1, pages 452–455. IEEE.
• Hyvärinen, A., and Erkki O. (2000). Independent component analysis: algorithms and applications. Neural networks 13(4), 411-430.
• Domingos, P. (2012). A few useful things to know about machine learning. Communications of the ACM, 55(10):78–87.
• Foote, J. (2000). Automatic audio segmentation using a measure of audio novelty. In IEEE International Conference on Multimedia and Expo, volume 1, pages 452–455. IEEE.
• Hyvärinen, A., and Erkki O. (2000). Independent component analysis: algorithms and applications. Neural networks 13(4), 411-430.
Kirjallisuus
- Hyvärinen, A., and Erkki O. (2000). Independent component analysis: algorithms and applications. Neural networks 13(4), 411-430.
- Foote, J. (2000). Automatic audio segmentation using a measure of audio novelty. In IEEE International Conference on Multimedia and Expo, volume 1, pages 452–455. IEEE.
- Domingos, P. (2012). A few useful things to know about machine learning. Communications of the ACM, 55(10):78–87.
- Alluri, V., Toiviainen, P., Jääskeläinen, I. P., Glerean, E., Sams, M., & Brattico, E. (2012). Large-scale brain networks emerge from dynamic processing of musical timbre, key and rhythm. NeuroImage, 59(4), 3677 – 3689.
Suoritustavat
Tapa 1
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