Exploring the Influence of Intrinsic, Extrinsic, and Crowdsourced Features on Song Popularity
- DOI
- 10.2991/978-94-6463-388-7_24How to use a DOI?
- Keywords
- music analysis; intrinsic; extrinsic; structural equation modeling; hedonic consumption constructs
- Abstract
Hit songs from popular music artists have been investigated to help uncover the pattern underlying the unique appeal of their tracks. Given this, intrinsic, extrinsic, and crowdsourced features have been identified as some of the necessary information in determining the popularity of a song. Each of these features alone is lacking in reaching the said objective. As a result, the combination of these features was hypothesized to improve the estimation of the performance of a track. Structural equation modeling was done to check the impact of each of the features to the said performance. Then, the comparison of the random forest, support vector machine, and boosting trees techniques to predict the 10th week of streams for each of the songs was done. In conclusion, the extrinsic, and crowdsourced features were discovered to be the most important, and all three modeling techniques used performed similarly to each other.
- Copyright
- © 2024 The Author(s)
- Open Access
- Open Access This chapter is licensed under the terms of the Creative Commons Attribution-NonCommercial 4.0 International License (http://creativecommons.org/licenses/by-nc/4.0/), which permits any noncommercial use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license and indicate if changes were made.
Cite this article
TY - CONF AU - Sandra Angela Berjamin AU - Angeli Dianne Mata AU - Paolo Montecillo AU - Rafael Cabredo PY - 2024 DA - 2024/02/29 TI - Exploring the Influence of Intrinsic, Extrinsic, and Crowdsourced Features on Song Popularity BT - Proceedings of the Workshop on Computation: Theory and Practice (WCTP 2023) PB - Atlantis Press SP - 395 EP - 412 SN - 2589-4900 UR - https://doi.org/10.2991/978-94-6463-388-7_24 DO - 10.2991/978-94-6463-388-7_24 ID - Berjamin2024 ER -