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Music listening preferences at a given time depend on a wide range of contextual factors, such as user emotional state, location and activity at listening time, the day of the week, the time of the day, etc. It is therefore of great…

We analyze a dataset providing the complete information on the effective plays of thousands of music listeners during several months. Our analysis confirms a number of properties previously highlighted by research based on interviews and…

Physics and Society · Physics 2017-04-20 Thomas Louail , Marc Barthelemy

The consumption history of online media content such as music and video offers a rich source of data from which to mine information. Trends in this data are of particular interest because they reflect user preferences as well as associated…

Information Retrieval · Computer Science 2015-05-05 Cameron Summers , Phillip Popp

Homophily, ranging from demographics to sentiments, breeds connections in social networks, either offline or online. However, with the prosperous growth of music streaming service, whether homophily exists in online music listening remains…

Social and Information Networks · Computer Science 2017-10-31 Zhenkun Zhou , Ke Xu , Jichang Zhao

Most modern recommendation algorithms are data-driven: they generate personalized recommendations by observing users' past behaviors. A common assumption in recommendation is that how a user interacts with a piece of content (e.g., whether…

Computers and Society · Computer Science 2024-05-12 Sarah H. Cen , Andrew Ilyas , Jennifer Allen , Hannah Li , Aleksander Madry

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…

Information Retrieval · Computer Science 2024-05-22 Li-Yang Tseng , Tzu-Ling Lin , Hong-Han Shuai , Jen-Wei Huang , Wen-Whei Chang

The development of the internet has allowed for the global distribution of content, redefining media communication and property structures through various streaming platforms. Previous studies successfully clarified the factors contributing…

Physics and Society · Physics 2024-04-19 Seoyoung Park , Sanghyeok Park , Taekho You , Jinhyuk Yun

The ubiquity of digital music consumption has made it possible to extract information about modern music that allows us to perform large scale analysis of stylistic change over time. In order to uncover underlying patterns in cultural…

Computers and Society · Computer Science 2023-03-01 Katherine O'Toole , Emőke-Ágnes Horvát

Personalized recommendation on new track releases has always been a challenging problem in the music industry. To combat this problem, we first explore user listening history and demographics to construct a user embedding representing the…

Sound · Computer Science 2021-03-31 Ke Chen , Beici Liang , Xiaoshuan Ma , Minwei Gu

Accurately analyzing and modeling online browsing behavior play a key role in understanding users and technology interactions. In this work, we design and conduct a user study to collect browsing data from 31 participants continuously for…

Computers and Society · Computer Science 2021-08-17 Yuliia Lut , Michael Wang , Elissa M. Redmiles , Rachel Cummings

Music genre classification has become increasingly critical with the advent of various streaming applications. Nowadays, we find it impossible to imagine using the artist's name and song title to search for music in a sophisticated music…

Sound · Computer Science 2023-09-15 Ayan Biswas , Supriya Dhabal , Palaniandavar Venkateswaran

Music streaming services are increasingly popular among younger generations who seek social experiences through personal expression and sharing of subjective feelings in comments. However, such emotional aspects are often ignored by current…

Human-Computer Interaction · Computer Science 2023-08-09 Longfei Chen , Qianyu Liu , Chenyang Zhang , Yangkun Huang , Zhenhui Peng , Haipeng Zeng , Zhida Sun , Xiaojuan Ma , Quan Li

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 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

This paper examines the influence of recommender systems on local music representation, discussing prior findings from an empirical study on the LFM-2b public dataset. This prior study argued that different recommender systems exhibit…

Information Retrieval · Computer Science 2024-08-30 Kristina Matrosova , Lilian Marey , Guillaume Salha-Galvan , Thomas Louail , Olivier Bodini , Manuel Moussallam

Music recommendation services collectively spin billions of songs for millions of listeners on a daily basis. Users can typically listen to a variety of songs tailored to their personal tastes and preferences. Music is not the only type of…

Computers and Society · Computer Science 2017-08-02 Himan Abdollahpouri , Steve Essinger

Getting deeper insights into the online browsing behavior of Web users has been a major research topic since the advent of the WWW. It provides useful information to optimize website design, Web browser design, search engines offerings, and…

Human-Computer Interaction · Computer Science 2014-02-24 Christian von der Weth , Manfred Hauswirth

Being able to automatically and quickly understand the user context during a session is a main issue for recommender systems. As a first step toward achieving that goal, we propose a model that observes in real time the diversity brought by…

Information Retrieval · Computer Science 2016-01-11 Sylvain Castagnos , Amaury L 'Huillier , Anne Boyer

The investigation of the browsing behavior of users provides useful information to optimize web site design, web browser design, search engines offerings, and online advertisement. This has been a topic of active research since the Web…

Human-Computer Interaction · Computer Science 2013-07-08 Christian von der Weth , Manfred Hauswirth

Structure is one of the most essential aspects of music, and music structure is commonly indicated through repetition. However, the nature of repetition and structure in music is still not well understood, especially in the context of music…

Sound · Computer Science 2022-09-02 Shuqi Dai , Huiran Yu , Roger B. Dannenberg