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With the growth of user-generated content, we observe the constant rise of the number of companies, such as search engines, content aggregators, etc., that operate with tremendous amounts of web content not being the services hosting it.…

Information Retrieval · Computer Science 2016-11-29 Alexey Drutsa , Gleb Gusev , Pavel Serdyukov

Existing work has revealed that large-scale offline evaluation of recommender systems for user-item interactions is prone to bias caused by the deployed system itself, as a form of closed loop feedback. Many adopt the \textit{propensity}…

Information Retrieval · Computer Science 2023-12-14 Haowen Wang

This report analyses data collected from Last.fm and used to create a real-time recommendation system. We collected over 2M songs and 1M tags and 372K user's listening habits. We characterize users' profiles: age, playcount, friends, gender…

Social and Information Networks · Computer Science 2016-05-30 Luciana Fujii Pontello , Pedro H. F. Holanda , Bruno Guilherme , Joao Paulo V. Cardoso , Olga Goussevskaia , Ana Paula Couto Silva

Recommender systems play an essential role in music streaming services, prominently in the form of personalized playlists. Exploring the user interactions within these listening sessions can be beneficial to understanding the user…

Information Retrieval · Computer Science 2019-04-24 Sainath Adapa

Musicologists and sociologists have long been interested in patterns of music consumption and their relation to socioeconomic status. In particular, the Omnivore Thesis examines the relationship between these variables and the diversity of…

Computers and Society · Computer Science 2017-05-18 Minsu Park , Ingmar Weber , Mor Naaman , Sarah Vieweg

We present a method for accurately predicting the long time popularity of online content from early measurements of user access. Using two content sharing portals, Youtube and Digg, we show that by modeling the accrual of views and votes on…

Computers and Society · Computer Science 2008-11-06 Gabor Szabo , Bernardo A. Huberman

Music preference was reported as a factor, which could elicit innermost music emotion, entailing accurate ground-truth data and music therapy efficiency. This study executes statistical analysis to investigate the distinction of music…

Humans have the tendency to discover and explore. This natural tendency is reflected in data from streaming platforms as the amount of previously unknown content accessed by users. Additionally, in domains such as that of music streaming…

Information Retrieval · Computer Science 2025-05-07 Marta Moscati , Darius Afchar , Markus Schedl , Bruno Sguerra

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…

Machine Learning · Computer Science 2025-09-30 Christos Mountzouris

A DJ mix is a sequence of music tracks concatenated seamlessly, typically rendered for audiences in a live setting by a DJ on stage. As a DJ mix is produced in a studio or the live version is recorded for music streaming services,…

Audio and Speech Processing · Electrical Eng. & Systems 2020-08-25 Taejun Kim , Minsuk Choi , Evan Sacks , Yi-Hsuan Yang , Juhan Nam

This paper aims to test whether a multi-modal approach for music emotion recognition (MER) performs better than a uni-modal one on high-level song features and lyrics. We use 11 song features retrieved from the Spotify API, combined lyrics…

Sound · Computer Science 2023-02-28 Tibor Krols , Yana Nikolova , Ninell Oldenburg

Podcasts are a relatively new form of audio media. Episodes appear on a regular cadence, and come in many different formats and levels of formality. They can be formal news journalism or conversational chat; fiction or non-fiction. They are…

Computation and Language · Computer Science 2020-12-08 Ann Clifton , Aasish Pappu , Sravana Reddy , Yongze Yu , Jussi Karlgren , Ben Carterette , Rosie Jones

In the last few years, automated recommendation systems have been a major focus in the music field, where companies such as Spotify, Amazon, and Apple are competing in the ability to generate the most personalized music suggestions for…

Information Retrieval · Computer Science 2022-05-10 Danila Rozhevskii , Jie Zhu , Boyuan Zhao

Background: As a core practice in software engineering, the nature of code review has been frequently subject to research. Prior exploratory studies found that code review, the discussion around a code change among humans, forms a…

Software Engineering · Computer Science 2024-06-19 Michael Dorner , Daniel Mendez , Ehsan Zabardast , Nicole Valdez , Marcin Floryan

The music streaming service Deezer extensively relies on its Flow algorithm, which generates personalized radio-style playlists of songs, to help users discover musical content. Nonetheless, despite promising results over the past years,…

Information Retrieval · Computer Science 2022-07-25 Théo Bontempelli , Benjamin Chapus , François Rigaud , Mathieu Morlon , Marin Lorant , Guillaume Salha-Galvan

Dancing to music is an instinctive move by humans. Learning to model the music-to-dance generation process is, however, a challenging problem. It requires significant efforts to measure the correlation between music and dance as one needs…

Computer Vision and Pattern Recognition · Computer Science 2019-11-06 Hsin-Ying Lee , Xiaodong Yang , Ming-Yu Liu , Ting-Chun Wang , Yu-Ding Lu , Ming-Hsuan Yang , Jan Kautz

Because of the spread of the Internet, social platforms become big data pools. From there we can learn about the trends, culture and hot topics. This project focuses on analyzing the data from Instagram. It shows the relationship of…

Human-Computer Interaction · Computer Science 2016-10-11 Steve Chang

Sentiment analysis aims to extract and express a person's perception, opinions and emotions towards an entity, object, product and a service, enabling businesses to obtain feedback from the consumers. The increasing popularity of the social…

Computer Vision and Pattern Recognition · Computer Science 2020-02-11 Kashif Ahmad , Syed Zohaib , Nicola Conci , Ala Al-Fuqaha

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

Our study presents a framework for predicting image-based social media content popularity that focuses on addressing complex image information and a hierarchical data structure. We utilize the Google Cloud Vision API to effectively extract…

Machine Learning · Computer Science 2024-05-09 Dahyun Jeong , Hyelim Son , Yunjin Choi , Keunwoo Kim