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Ranking systems are widely used to simplify and interpret complex data across diverse domains, from economic indicators and sports scores to online content popularity. While previous studies including the Zipf's law have focused on the…

物理与社会 · 物理学 2025-06-30 Hyun-Woo Lee , Gerardo Iñiguez , Hang-Hyun Jo , Hye Jin Park

Automated music playlist generation is a specific form of music recommendation. Generally stated, the user receives a set of song suggestions defining a coherent listening session. We hypothesize that the best way to convey such playlist…

信息检索 · 计算机科学 2017-09-08 Andreu Vall , Hamid Eghbal-zadeh , Matthias Dorfer , Markus Schedl , Gerhard Widmer

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…

计算与语言 · 计算机科学 2020-12-08 Ann Clifton , Aasish Pappu , Sravana Reddy , Yongze Yu , Jussi Karlgren , Ben Carterette , Rosie Jones

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 paper examines the small-world properties of a Spotify artist feature collaboration network, focusing on clustering and diameter. We analyze the giant component and subgraphs based on genres, country-specific charts, and detected…

社会与信息网络 · 计算机科学 2025-03-13 Raquel Ana Magalhães Bush

Due to recent advances in data collection techniques, massive amounts of data are being collected at an extremely fast pace. Also, these data are potentially unbounded. Boundless streams of data collected from sensors, equipments, and other…

数据库 · 计算机科学 2012-03-12 T Soni Madhulatha

Users are able to access millions of songs through music streaming services like Spotify, Pandora, and Deezer. Access to such large catalogs, created a need for relevant song recommendations. However, user preferences are highly subjective…

信息检索 · 计算机科学 2020-09-08 Boning Gong , Mesut Kaya , Nava Tintarev

In this paper, we introduce a psychology-inspired approach to model and predict the music genre preferences of different groups of users by utilizing human memory processes. These processes describe how humans access information units in…

信息检索 · 计算机科学 2024-02-16 Dominik Kowald , Elisabeth Lex , Markus Schedl

The goal of music highlight extraction is to get a short consecutive segment of a piece of music that provides an effective representation of the whole piece. In a previous work, we introduced an attention-based convolutional recurrent…

音频与语音处理 · 电气工程与系统科学 2018-09-27 Yu-Siang Huang , Szu-Yu Chou , Yi-Hsuan Yang

Machine Learning models are being utilized extensively to drive recommender systems, which is a widely explored topic today. This is especially true of the music industry, where we are witnessing a surge in growth. Besides a large chunk of…

信息检索 · 计算机科学 2023-09-26 Rahul Singh , Pranav Kanuparthi

Music accounts for a significant chunk of interest among various online activities. This is reflected by wide array of alternatives offered in music related web/mobile apps, information portals, featuring millions of artists, songs and…

数据库 · 计算机科学 2014-11-20 Shubhanshu Gupta

Online streaming services have become the most popular way of listening to music. The majority of these services are endowed with recommendation mechanisms that help users to discover songs and artists that may interest them from the vast…

信息检索 · 计算机科学 2020-08-27 Diego Sánchez-Moreno , Yong Zheng , María N. Moreno-García

Recommendation systems have become essential in modern music streaming platforms, shaping how users discover and engage with songs. One common approach in recommendation systems is collaborative filtering, which suggests content based on…

信息检索 · 计算机科学 2025-07-04 Terence Zeng , Abhishek K. Umrawal

Since the creation of the Billboard Hot 100 music chart in 1958, the chart has been a window into the music consumption of Americans. Which songs succeed on the chart is decided by consumption volumes, which can be affected by consumer…

物理与社会 · 物理学 2024-05-14 Marta Ewa Lech , Sune Lehmann , Jonas L. Juul

Number of connected devices is steadily increasing and these devices continuously generate data streams. Real-time processing of data streams is arousing interest despite many challenges. Clustering is one of the most suitable methods for…

机器学习 · 计算机科学 2020-07-22 Alaettin Zubaroğlu , Volkan Atalay

Music recommender systems have become central parts of popular streaming platforms such as Last.fm, Pandora, or Spotify to help users find music that fits their preferences. These systems learn from the past listening events of users to…

信息检索 · 计算机科学 2019-07-24 Dominik Kowald , Elisabeth Lex , Markus Schedl

Large Internet video delivery systems serve millions of videos to tens of millions of users on daily basis, via Video-on-Demand and live streaming. Video popularity evolves over time. It represents the workload, as welll as business value,…

网络与互联网体系结构 · 计算机科学 2014-12-09 Jiqiang Wu , Yipeng Zhou , Dah Ming Chiu , Youwei Hua , Zirong Zhu

The social media website last.fm provides a detailed snapshot of what its users in hundreds of cities listen to each week. After suitably normalizing this data, we use it to test three hypotheses related to the geographic flow of music. The…

社会与信息网络 · 计算机科学 2012-04-13 Conrad Lee , Pádraig Cunningham

GitHub is the world's largest collection of open source software. Therefore, it is important both to software developers and users to compare and track the popularity of GitHub repositories. In this paper, we propose a framework to assess…

软件工程 · 计算机科学 2017-03-22 Hudson Borges , Marco Tulio Valente , Andre Hora , Jailton Coelho

Online social post streams such as Twitter timelines and forum discussions have emerged as important channels for information dissemination. They are noisy, informal, and surge quickly. Real life events, which may happen and evolve every…

社会与信息网络 · 计算机科学 2013-11-26 Pei Lee , Laks V. S. Lakshmanan , Evangelos E. Milios