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Research on how humans perceive aesthetics in shapes, colours, and music has predominantly focused on Western populations, limiting our understanding of how cultural environments shape aesthetic preferences. We present a large-scale…

Multimedia · Computer Science 2025-05-12 Harin Lee , Eline Van Geert , Elif Celen , Raja Marjieh , Pol van Rijn , Minsu Park , Nori Jacoby

Music plays a huge part in shaping peoples' psychology and behavioral patterns. This paper investigates the connection between national anthems and different global indices with computational music analysis and statistical correlation…

Video-sharing social media like YouTube provide access to diverse cultural products from all over the world, making it possible to test theories that the Web facilitates global cultural convergence. Drawing on a daily listing of YouTube's…

Social and Information Networks · Computer Science 2017-05-26 Minsu Park , Jaram Park , Young Min Baek , Michael Macy

Music preferences are strongly shaped by the cultural and socio-economic background of the listener, which is reflected, to a considerable extent, in country-specific music listening profiles. Previous work has already identified several…

Information Retrieval · Computer Science 2021-02-08 Markus Schedl , Christine Bauer , Wolfgang Reisinger , Dominik Kowald , Elisabeth Lex

The world today is experiencing an abundance of music like no other time, and attempts to group music into clusters have become increasingly prevalent. Common standards for grouping music were songs, artists, and genres, with artists or…

Human-Computer Interaction · Computer Science 2021-03-01 Seokgi Kim , Jihye Park , Kihong Seong , Namwoo Cho , Junho Min , Hwajung Hong

Music recommender systems frequently utilize network-based models to capture relationships between music pieces, artists, and users. Although these relationships provide valuable insights for predictions, new music pieces or artists often…

Sound · Computer Science 2024-09-16 Florian Grötschla , Luca Strässle , Luca A. Lanzendörfer , Roger Wattenhofer

The music genre perception expressed through human annotations of artists or albums varies significantly across language-bound cultures. These variations cannot be modeled as mere translations since we also need to account for cultural…

Computation and Language · Computer Science 2020-11-17 Elena V. Epure , Guillaume Salha , Manuel Moussallam , Romain Hennequin

Human annotations of mood in music are essential for music generation and recommender systems. However, existing datasets predominantly focus on Western songs with terms derived from English, which may limit generalizability across diverse…

Information Retrieval · Computer Science 2025-10-29 Harin Lee , Elif Çelen , Peter Harrison , Manuel Anglada-Tort , Pol van Rijn , Minsu Park , Marc Schönwiesner , Nori Jacoby

Music is an essential component in our everyday lives and experiences, as it is a way that we use to express our feelings, emotions and cultures. In this study, we explore the association between music genre preferences, demographics and…

Computers and Society · Computer Science 2021-07-02 Vjosa Preniqi , Kyriaki Kalimeri , Charalampos Saitis

YouTube, a world-famous video sharing website, maintains a list of the top trending videos on the platform. Due to its huge amount of users, it enables researchers to understand people's preference by analyzing the trending videos. Trending…

Social and Information Networks · Computer Science 2020-02-04 Songyang Zhang , Tolga Aktas , Jiebo Luo

Most music emotion recognition approaches perform classification or regression that estimates a general emotional category from a distribution of music samples, but without considering emotional variations (e.g., happiness can be further…

Sound · Computer Science 2023-04-11 Naoki Takashima , Frédéric Li , Marcin Grzegorzek , Kimiaki Shirahama

This study explores the association between music preferences and moral values by applying text analysis techniques to lyrics. Harvesting data from a Facebook-hosted application, we align psychometric scores of 1,386 users to lyrics from…

Computers and Society · Computer Science 2024-08-27 Vjosa Preniqi , Kyriaki Kalimeri , Charalampos Saitis

Music genre classification shapes how listeners discover music, how platforms design recommendations, and how sociologists study cultural taste. Yet existing genre labels are inconsistent in granularity: they exaggerate boundaries between…

Physics and Society · Physics 2026-04-30 Makoto Takeuchi

Popularity-based approaches are widely adopted in music recommendation systems, both in industry and research. However, as the popularity distribution of music items typically is a long-tail distribution, popularity-based approaches to…

Information Retrieval · Computer Science 2019-12-17 Christine Bauer , Markus Schedl

Music is a universal phenomenon that profoundly influences human experiences across cultures. This study investigates whether music can be decoded from human brain activity measured with functional MRI (fMRI) during its perception.…

Neurons and Cognition · Quantitative Biology 2024-06-25 Matteo Ferrante , Matteo Ciferri , Nicola Toschi

Large Language Models (LLMs) reflect the biases in their training data and, by extension, those of the people who created this training data. Detecting, analyzing, and mitigating such biases is becoming a focus of research. One type of bias…

Computation and Language · Computer Science 2025-02-04 Anna Kruspe

Do people from different cultural backgrounds perceive the mood in music the same way? How closely do human ratings across different cultures approximate automatic mood detection algorithms that are often trained on corpora of predominantly…

Information Retrieval · Computer Science 2021-12-22 Harin Lee , Frank Hoeger , Marc Schoenwiesner , Minsu Park , Nori Jacoby

Modern models for common NLP tasks often employ machine learning techniques and train on journalistic, social media, or other culturally-derived text. These have recently been scrutinized for racial and gender biases, rooting from inherent…

Computation and Language · Computer Science 2026-01-27 Scott Friedman , Sonja Schmer-Galunder , Anthony Chen , Jeffrey Rye

With the booming development and popularity of mobile applications, different verticals accumulate abundant data of user information and social behavior, which are spontaneous, genuine and diversified. However, each platform describes…

Social and Information Networks · Computer Science 2019-07-01 Haiqian Gu , Jie Wang , Ziwen Wang , Bojin Zhuang , Wenhao Bian , Fei Su

Scales, sets of discrete pitches that form the basis of melodies, are thought to be one of the most universal hallmarks of music. But we know relatively little about cross-cultural diversity of scales or how they evolved. To remedy this, we…

Physics and Society · Physics 2023-05-03 John M McBride , Sam Passmore , Tsvi Tlusty
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