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- A novel approach that combines genre-based prediction and clustering methods using machine learning algorithms that will revolutionise the music industry by providing composers with an illustrative idea of their song’s potential popularity and enabling them to modify their composition to meet trending needs, thereby increasing their song's likability among listeners.
www.semanticscholar.org/paper/Predicting-Song-Popularity-Pham/3a4d3e9dcb8ea421afb92903e1e4e5dd31861b7b
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What is music popularity predictive modeling?
Can predicting popular songs be used to make customized music suggestions?
What is predicting popular songs based on machine learning?
Does a song's audio feature predict its popularity?
Nov 1, 2023 · This study explores the field of music popularity predictive modeling using the cutting-edge algorithms XGBoost and LightGBM.
Aug 29, 2023 · There are undiscovered songs with good ‘popularity’ features. During model training on pre-2021 data the heat map showed a small cluster of songs that the model ranks at mid-popularity but the...
May 8, 2020 · My failed choices left me seeking to understand if song popularity can be predicted and what that looks like. And so my quest to build a prediction model for song popularity began…
May 24, 2019 · Our main goal: find the most important factors in determining what makes one song more popular than another so we can predict how popular a new song may be. To do this, we used three different metrics for evaluating different linear models.
- Taylor Fogarty
Jul 27, 2023 · This study contributes to the scientific literature on hit songs by examining the influence of audio features on a song's popularity using both classification and regression machine learning methods, with an emphasis on Indonesia based on consumer culture theory. Keywords:
Mar 1, 2024 · This study aims to explore the predictive power of various machine learning models in forecasting song popularity using a dataset comprising 30,000 songs spanning different genres from 1957 to 2020.
Predicting Song Popularity. Abstract—Predicting song popularity is particularly important in keeping businesses competitive within a growing music in-dustry. But what exactly makes a song popular?
