Classifying Spotify Song Trends with SoundSoar: Machine Learning Insights for Content Creation and Marketing

SoundSoar applies machine learning to predict Spotify song popularity trends—“up,” “down,” or “stable”—using engineered audio features and historical data. Among eight tested classifiers, the MLP achieved 97.0% accuracy, while ensemble models like Random Forest consistently performed well (90.0%–91...

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Bibliographic Details
Main Authors: Victoria Grasso, Andreas Marpaung
Format: Article
Language:English
Published: LibraryPress@UF 2025-05-01
Series:Proceedings of the International Florida Artificial Intelligence Research Society Conference
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Online Access:https://journals.flvc.org/FLAIRS/article/view/139012
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