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The consumption of music has its specificities in comparison with other media, especially in relation to listening durations and replays. Music recommendation can take these properties into account in order to predict the behaviours of the…

Information Retrieval · Computer Science 2017-11-15 Pierre Hanna

A Music Recommendation System based on Emotion, Age, and Ethnicity is developed in this study, using FER-2013 and ``Age, Gender, and Ethnicity (Face Data) CSV'' datasets. The CNN architecture, which is extensively used for this kind of…

Computer Vision and Pattern Recognition · Computer Science 2022-12-12 Ramiz Mammadli , Huma Bilgin , Ali Can Karaca

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

In the realm of music recommendation, sequential recommender systems have shown promise in capturing the dynamic nature of music consumption. Nevertheless, traditional Transformer-based models, such as SASRec and BERT4Rec, while effective,…

Information Retrieval · Computer Science 2024-09-09 Davide Abbattista , Vito Walter Anelli , Tommaso Di Noia , Craig Macdonald , Aleksandr Vladimirovich Petrov

Music recommender systems are an integral part of our daily life. Recent research has seen a significant effort around black-box recommender based approaches such as Deep Reinforcement Learning (DRL). These advances have led, together with…

Information Retrieval · Computer Science 2023-01-11 Francesco Meggetto , Crawford Revie , John Levine , Yashar Moshfeghi

Online music services have tens of millions of tracks. The content itself is broad and covers various musical genres as well as non-musical audio content such as radio plays and podcasts. The sheer scale and diversity of content makes it…

Information Retrieval · Computer Science 2017-12-19 Özgür Demir , Alexey Rodriguez Yakushev , Rany Keddo , Ursula Kallio

In the past few decades, there has been an increasing need for Internet users to host real time events online and to share their experiences with live, interactive audiences. Online streaming services like Twitch have attracted millions of…

Social and Information Networks · Computer Science 2021-11-12 Ha Le , Junming Wu , Louis Yu , Melissa Lynn

The amount of opinionated data on the internet is rapidly increasing. More and more people are sharing their ideas and opinions in reviews, discussion forums, microblogs and general social media. As opinions are central in all human…

Computation and Language · Computer Science 2022-06-15 Andreas Kilde Lien , Lars Martin Randem , Hans Petter Fauchald Taralrud , Maryam Edalati

Live streaming plays a major role in today's digital platforms, supporting entertainment, education, social media, etc. However, research in this field is limited by the lack of large, publicly available datasets that capture real-time…

Excerpts are widely used to preview and promote musical works. Effective excerpts induce consumption of the source musical work and thus generate revenue. Yet, what makes an excerpt effective remains unexplored. We leverage a policy change…

General Economics · Economics 2023-09-27 Emaad Manzoor , Nikhil Malik

Automated music playlist continuation is a common task of music recommender systems, that generally consists in providing a fitting extension to a given playlist. Collaborative filtering models, that extract abstract patterns from curated…

Information Retrieval · Computer Science 2018-05-25 Andreu Vall , Matthias Dorfer , Markus Schedl , Gerhard Widmer

Wearable devices and sensors have recently become a popular way to collect data, especially in the health sciences. The use of sensors allows patients to be monitored over a period of time with a high observation frequency. Due to the…

Methodology · Statistics 2024-10-16 Nihan Acar-Denizli , Pedro Delicado

The mood of a song is a highly relevant feature for exploration and recommendation in large collections of music. These collections tend to require automatic methods for predicting such moods. In this work, we show that listening-based…

Sound · Computer Science 2020-10-24 Filip Korzeniowski , Oriol Nieto , Matthew McCallum , Minz Won , Sergio Oramas , Erik Schmidt

Homophily describes the phenomenon that similarity breeds connection, i.e., individuals tend to form ties with other people who are similar to themselves in some aspect(s). The similarity in music taste can undoubtedly influence who we make…

Social and Information Networks · Computer Science 2021-11-02 Tomislav Duricic , Dominik Kowald , Markus Schedl , Elisabeth Lex

Prior research on communicating with visualization has focused on public presentation and asynchronous individual consumption, such as in the domain of journalism. The visualization research community knows comparatively little about…

Human-Computer Interaction · Computer Science 2021-07-20 Matthew Brehmer , Robert Kosara

Sentiment or mood can express themselves on various levels in music. In automatic analysis, the actual audio data is usually analyzed, but the lyrics can also play a crucial role in the perception of moods. We first evaluate various models…

Sound · Computer Science 2024-05-06 Lea Schaab , Anna Kruspe

Video popularity is an essential reference for optimizing resource allocation and video recommendation in online video services. However, there is still no convincing model that can accurately depict a video's popularity evolution. In this…

Social and Information Networks · Computer Science 2017-09-22 Jiqiang Wu , Yipeng Zhou , Dah Ming Chiu

Popularity and engagement are the currencies of social media platforms, serving as powerful reinforcement mechanisms to keep users online. Social coding platforms such as GitHub serve a dual purpose: they are practical tools that facilitate…

Social and Information Networks · Computer Science 2020-11-11 Abduljaleel Al-Rubaye , Gita Sukthankar

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…

Information Retrieval · Computer Science 2018-08-23 Bruce Ferwerda , Mark Graus

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…

Machine Learning · Statistics 2021-07-13 Nathalie Deziderio , Hugo Tremonte de Carvalho
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