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Psychological models are increasingly being used to explain online behavioral traces. Aside from the commonly used personality traits as a general user model, more domain dependent models are gaining attention. The use of domain dependent…

信息检索 · 计算机科学 2018-08-23 Bruce Ferwerda , Mark Graus

When songs are composed or performed, there is often an intent by the singer/songwriter of expressing feelings or emotions through it. For humans, matching the emotiveness in a musical composition or performance with the subjective…

Music is an expression of our identity, showing a significant correlation with other personal traits, beliefs, and habits. If accessed by a malicious entity, an individual's music listening habits could be used to make critical inferences…

密码学与安全 · 计算机科学 2019-09-20 Richard Matovu , Isaac Griswold-Steiner , Abdul Serwadda

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

This work was developed aiming to employ Statistical techniques to the field of Music Emotion Recognition, a well-recognized area within the Signal Processing world, but hardly explored from the statistical point of view. Here, we opened…

机器学习 · 统计学 2021-07-13 Nathalie Deziderio , Hugo Tremonte de Carvalho

Individuals are often influenced by the behavior of others, for instance because they wish to obtain the benefits of coordinated actions or infer otherwise inaccessible information. In such situations this social influence decreases the ex…

适应与自组织系统 · 物理学 2015-05-14 Richard Colbaugh , Kristin Glass , Paul Ormerod

Music prediction tasks range from predicting tags given a song or clip of audio, predicting the name of the artist, or predicting related songs given a song, clip, artist name or tag. That is, we are interested in every semantic…

机器学习 · 计算机科学 2015-03-19 Jason Weston , Samy Bengio , Philippe Hamel

In the recording studio, producers of Electronic Dance Music (EDM) spend more time creating, shaping, mixing and mastering sounds, than with compositional aspects or arrangement. They tune the sound by close listening and by leveraging…

声音 · 计算机科学 2021-03-01 Tim Ziemer , Pattararat Kiattipadungkul , Tanyarin Karuchit

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

Fashion is a multi-billion dollar industry with social and economic implications worldwide. To gain popularity, brands want to be represented by the top popular models. As new faces are selected using stringent (and often criticized)…

计算机与社会 · 计算机科学 2017-03-07 Jaehyuk Park , Giovanni Luca Ciampaglia , Emilio Ferrara

Popularity of content in social media is unequally distributed, with some items receiving a disproportionate share of attention from users. Predicting which newly-submitted items will become popular is critically important for both…

计算机与社会 · 计算机科学 2010-04-30 Kristina Lerman , Tad Hogg

In social, economic and cultural situations in which the decisions of individuals are influenced directly by the decisions of others, there appears to be an inherently high level of ex ante unpredictability. In cultural markets such as…

物理与社会 · 物理学 2015-05-13 Paul Ormerod , Kristin Glass

Sentiment prediction of contemporary music can have a wide-range of applications in modern society, for instance, selecting music for public institutions such as hospitals or restaurants to potentially improve the emotional well-being of…

机器学习 · 计算机科学 2016-11-02 Sebastian Raschka

Sound and movement are closely coupled, particularly in dance. Certain audio features have been found to affect the way we move to music. Is this relationship between sound and movement something which can be modelled using machine…

声音 · 计算机科学 2020-11-30 Benedikte Wallace , Charles P. Martin , Jim Torresen , Kristian Nymoen

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

In this work, we study the association between song lyrics and mood through a data-driven analysis. Our data set consists of nearly one million songs, with song-mood associations derived from user playlists on the Spotify streaming…

多媒体 · 计算机科学 2022-07-13 Shahrzad Naseri , Sravana Reddy , Joana Correia , Jussi Karlgren , Rosie Jones

This paper proposes a decision support system to aid movie investment decisions at the early stage of movie productions. The system predicts the success of a movie based on its profitability by leveraging historical data from various…

人工智能 · 计算机科学 2017-06-13 Michael T. Lash , Kang Zhao

Interpretation of retrieved results is an important issue in music recommender systems, particularly from a user perspective. In this study, we investigate the methods for providing interpretability of content features using self-attention.…

信息检索 · 计算机科学 2018-09-05 Seungjin Lee , Juheon Lee , Kyogu lee

Many practices have been presented in music generation recently. While stylistic music generation using deep learning techniques has became the main stream, these models still struggle to generate music with high musicality, different…

声音 · 计算机科学 2021-05-12 Shuqi Dai , Xichu Ma , Ye Wang , Roger B. Dannenberg

Sampling, the practice of reusing recorded music or sounds from another source in a new work, is common in popular music genres like hip-hop and rap. Numerous services have emerged that allow users to identify connections between samples…

声音 · 计算机科学 2025-02-11 Huw Cheston , Jan Van Balen , Simon Durand