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Artificial Intelligence (AI ) has been very successful in creating and predicting music playlists for online users based on their data; data received from users experience using the app such as searching the songs they like. There are lots…

信息检索 · 计算机科学 2021-12-21 Marissa Baxter , Lisa Ha , Kirill Perfiliev , Natalie Sayre

Hit song prediction, one of the emerging fields in music information retrieval (MIR), remains a considerable challenge. Being able to understand what makes a given song a hit is clearly beneficial to the whole music industry. Previous…

信息检索 · 计算机科学 2023-02-01 Mengyisong Zhao , Morgan Harvey , David Cameron , Frank Hopfgartner , Valerie J. Gillet

The advent of digital streaming platforms have recently revolutionized the landscape of music industry, with the ensuing digitalization providing structured data collections that open new research avenues for investigating popularity…

机器学习 · 计算机科学 2025-09-30 Christos Mountzouris

Spotify's streaming charts offer a real-time lens into music popularity, driving discovery, playlists, and even revenue potential. Understanding what influences a song's rise in ranks on these charts-especially early on-can guide marketing…

声音 · 计算机科学 2025-08-19 Ian Jacob Cabansag , Paul Ntegeka

Forecasting the popularity of new songs has become a standard practice in the music industry and provides a comparative advantage for those that do it well. Considerable efforts were put into machine learning prediction models for that…

物理与社会 · 物理学 2022-11-29 Niklas Reisz , Vito D. P. Servedio , Stefan Thurner

In the digital streaming landscape, it's becoming increasingly challenging for artists and industry experts to predict the success of music tracks. This study introduces a pioneering methodology that uses Convolutional Neural Networks…

声音 · 计算机科学 2025-05-13 Navid Falah , Behnam Yousefimehr , Mehdi Ghatee

Understanding music popularity is important not only for the artists who create and perform music but also for the music-related industry. It has not been studied well how music popularity can be defined, what its characteristics are, and…

多媒体 · 计算机科学 2018-12-04 Junghyuk Lee , Jong-Seok Lee

This study approached the Hit Song Science problem with the aim of predicting which songs in the Afrobeats genre will become popular among Spotify listeners. A dataset of 2063 songs was generated through the Spotify Web API, with the…

信息检索 · 计算机科学 2020-08-11 Adewale Adeagbo

In this study, we approached the Hit Song Prediction problem, which aims to predict which songs will become Billboard hits. We gathered a dataset of nearly 18500 hit and non-hit songs and extracted their audio features using the Spotify Web…

声音 · 计算机科学 2023-01-20 Ioannis Dimolitsas , Spyridon Kantarelis , Afroditi Fouka

The automated generation of music playlists can be naturally regarded as a sequential task, where a recommender system suggests a stream of songs that constitute a listening session. In order to predict the next song in a playlist, some of…

信息检索 · 计算机科学 2018-07-13 Andreu Vall , Massimo Quadrana , Markus Schedl , Gerhard Widmer

Several studies have identified discrepancies between the popularity of items in user profiles and the corresponding recommendation lists. Such behavior, which concerns a variety of recommendation algorithms, is referred to as popularity…

Accurately predicting music popularity is a critical challenge in the music industry, offering benefits to artists, producers, and streaming platforms. Prior research has largely focused on audio features, social metadata, or model…

声音 · 计算机科学 2025-12-08 Yash Choudhary , Preeti Rao , Pushpak Bhattacharyya

In this work, we attempt to solve the Hit Song Science problem, which aims to predict which songs will become chart-topping hits. We constructed a dataset with approximately 1.8 million hit and non-hit songs and extracted their audio…

信息检索 · 计算机科学 2019-09-20 Kai Middlebrook , Kian Sheik

Being able to predict whether a song can be a hit has impor- tant applications in the music industry. Although it is true that the popularity of a song can be greatly affected by exter- nal factors such as social and commercial influences,…

声音 · 计算机科学 2017-04-06 Li-Chia Yang , Szu-Yu Chou , Jen-Yu Liu , Yi-Hsuan Yang , Yi-An Chen

Can we predict the future popularity of a song, movie or tweet? Recent work suggests that although it may be hard to predict an item's popularity when it is first introduced, peeking into its early adopters and properties of their social…

社会与信息网络 · 计算机科学 2016-04-01 Benjamin Shulman , Amit Sharma , Dan Cosley

In this paper, we introduce a psychology-inspired approach to model and predict the music genre preferences of different groups of users by utilizing human memory processes. These processes describe how humans access information units in…

信息检索 · 计算机科学 2024-02-16 Dominik Kowald , Elisabeth Lex , Markus Schedl

Music genre can be hard to describe: many factors are involved, such as style, music technique, and historical context. Some genres even have overlapping characteristics. Looking for a better understanding of how music genres are related to…

信息检索 · 计算机科学 2019-02-12 Bruna D. Wundervald , Walmes M. Zeviani

Nowadays, humans are constantly exposed to music, whether through voluntary streaming services or incidental encounters during commercial breaks. Despite the abundance of music, certain pieces remain more memorable and often gain greater…

信息检索 · 计算机科学 2024-05-22 Li-Yang Tseng , Tzu-Ling Lin , Hong-Han Shuai , Jen-Wei Huang , Wen-Whei Chang

Predicting a song's commercial success prior to its release remains an open and critical research challenge for the music industry. Early prediction of music popularity informs strategic decisions, creative planning, and marketing. Existing…

声音 · 计算机科学 2025-12-09 Yash Choudhary , Preeti Rao , Pushpak Bhattacharyya

Based on a review of anecdotal beliefs, we explored patterns of track-sequencing within professional music albums. We found that songs with high levels of valence, energy and loudness are more likely to be positioned at the beginning of…

多媒体 · 计算机科学 2024-08-09 Pedro Neto , Martin Hartmann , Geoff Luck , Petri Toiviainen
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