Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Conference Papers Conference Paper Faculty Publications- Conference Papers Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Predicting Song Popularity Using Data Analysis Subject The topic of the resource LightGBM Regressor; Mean Absolute Error; Mean Squared Error; Popularity prediction; R-squared; Random Forest Regressor; Root Mean Squared Error; Spotify; XGBoost Regressor Description An account of the resource In today's music landscape, predicting a song's success is crucial for musicians, record labels, and streaming platforms. This paper introduces a methodology for estimating popularity using Spotify data, termed the 'Proxy Popularity Score.' Three models - Random Forest, LightGBM Regressor, and XGBoost Regressor - are utilized for prediction. Performance metrics including mean absolute error, mean squared error, root mean squared error, and R-squared error are employed to evaluate model accuracy. Correlation values of 99.85%, 99.87%, and 99.84% are achieved for XGBoost, LightGBM, and Random Forest respectively. The study concludes with a ranking of songs based on predicted popularity scores. 2024 IEEE. Creator An entity primarily responsible for making the resource Medows K.J.; Leisha R.; Thiruthuvanathan M.M. Source A related resource from which the described resource is derived Proceedings of InC4 2024 - 2024 IEEE International Conference on Contemporary Computing and Communications Publisher An entity responsible for making the resource available Institute of Electrical and Electronics Engineers Inc. Date A point or period of time associated with an event in the lifecycle of the resource 2024-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.1109/InC460750.2024.10649267" target="_blank" rel="noreferrer noopener">https://doi.org/10.1109/InC460750.2024.10649267</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85203798493&amp;doi=10.1109%2FInC460750.2024.10649267&amp;partnerID=40&amp;md5=c2a733a0dd2a82747b74ae41f294636b" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85203798493&amp;doi=10.1109%2fInC460750.2024.10649267&amp;partnerID=40&amp;md5=c2a733a0dd2a82747b74ae41f294636b</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISBN: 979-835038365-2 Format The file format, physical medium, or dimensions of the resource Online Language A language of the resource English Type The nature or genre of the resource Conference paper Coverage The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant Medows K.J., CHRIST (Deemed To Be University), Computer Science and Engineering, Bangalore, India; Leisha R., CHRIST (Deemed To Be University), Computer Science and Engineering, Bangalore, India; Thiruthuvanathan M.M., CHRIST (Deemed To Be University), Computer Science and Engineering, Bangalore, India