Irrgang, Melanie, Steffens, Jochen and Egermann, Hauke Wolfgang orcid.org/0000-0001-7014-7989 (2018) Smartphone-Assessed Movement Predicts Music Properties:Towards Integrating Embodied Music Cognition into Music Recommender Services via Accelerometer. In: Proceedings of the 5th International Conference on Movement and Computing, MOCO 2018. ACM Proceedings . ACM
Abstract
Numerous studies have shown a close relationship between move- ment and music [7], [17], [11], [14], [16], [3], [8]. That is why Leman calls for new mediation technologies to query music in a corporeal way [9]. Thus, the goal of the presented study was to explore how movement captured by smartphone accelerometer data can be re- lated to musical properties. Participants (N = 23, mean age = 34.6 yrs, SD = 13.7 yrs, 13 females, 10 males) moved a smartphone to 15 musical stimuli of 20s length presented in random order. Mo- tion features related to tempo, smoothness, size, regularity, and direction were extracted from accelerometer data to predict the musical qualities “rhythmicity", “pitch level + range" and "complex- ity“ assessed by three music experts. Motion features selected by a 20-fold lasso predicted the musical properties to the following degrees “rhythmicity" (R2 : .47), pitch level and range (R2 : .03) and complexity (R2 : .10). As a consequence, we conclude that music properties can be predicted from the movement it evoked, and that an embodied approach to Music Information Retrieval is feasible.
Metadata
Item Type: | Proceedings Paper |
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Authors/Creators: |
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Copyright, Publisher and Additional Information: | © 2018, Author(s). This is an author-produced version of the published paper. Uploaded in accordance with the publisher’s self-archiving policy. Further copying may not be permitted; contact the publisher for details. |
Keywords: | Accelerometer,Embodied cognition and movement,Music information retrieval,Smartphone |
Dates: |
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Institution: | The University of York |
Academic Units: | The University of York > Faculty of Arts and Humanities (York) > Music (York) |
Depositing User: | Pure (York) |
Date Deposited: | 13 Mar 2019 11:40 |
Last Modified: | 22 Oct 2024 00:14 |
Published Version: | https://doi.org/10.1145/3212721.3212852 |
Status: | Published |
Publisher: | ACM |
Series Name: | ACM Proceedings |
Identification Number: | 10.1145/3212721.3212852 |
Related URLs: | |
Open Archives Initiative ID (OAI ID): | oai:eprints.whiterose.ac.uk:143629 |
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