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Session length is a very important aspect in determining a user's satisfaction with a media streaming service. Being able to predict how long a session will last can be of great use for various downstream tasks, such as recommendations and…

Information Retrieval · Computer Science 2017-08-02 Theodore Vasiloudis , Hossein Vahabi , Ross Kravitz , Valery Rashkov

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

Social media platforms can quickly disseminate STEM content to diverse audiences, but their operation can be mysterious. We used open-source machine learning methods such as clustering, regression, and sentiment analysis to analyze over…

Social and Information Networks · Computer Science 2024-05-01 Oluwamayokun Oshinowo , Priscila Delgado , Meredith Fay , C. Alessandra Luna , Anjana Dissanayaka , Rebecca Jeltuhin , David R. Myers

Multimedia streaming accounts for the majority of traffic in today's internet. Mechanisms like adaptive bitrate streaming control the bitrate of a stream based on the estimated bandwidth, ideally resulting in smooth playback and a good…

Multiagent Systems · Computer Science 2024-10-29 Jannis Weil , Jonas Ringsdorf , Julian Barthel , Yi-Ping Phoebe Chen , Tobias Meuser

Frequently accessed video streams are pre-transcoded into several formats to satisfy the characteristics of all display devices. Storing several video stream formats imposes a high cost on video stream providers using the old classical way.…

Multimedia · Computer Science 2021-04-26 Mahmoud Darwich , Yasser Ismail , Talal Darwich , Magdy Bayoumi

At the core of many important machine learning problems faced by online streaming services is a need to model how users interact with the content they are served. Unfortunately, there are no public datasets currently available that enable…

Information Retrieval · Computer Science 2020-10-16 Brian Brost , Rishabh Mehrotra , Tristan Jehan

In this paper, we analyze web-downloaded data on people sharing their music library. By attributing to each music group usual music genres (Rock, Pop...), and analysing correlations between music groups of different genres with…

Physics and Society · Physics 2007-06-13 R. Lambiotte , M. Ausloos

We study fundamental directed graph (digraph) problems in the streaming model. An initial investigation by Chakrabarti, Ghosh, McGregor, and Vorotnikova [SODA'20] on streaming digraphs showed that while most of these problems are provably…

Data Structures and Algorithms · Computer Science 2024-05-10 Prantar Ghosh , Sahil Kuchlous

A service provisioning system is examined, where a number of servers are used to offer different types of services to paying customers. A customer is charged for the execution of a stream of jobs; the number of jobs in the stream and the…

Performance · Computer Science 2015-03-19 Michele Mazzucco , Isi Mitrani , Mike Fisher , Paul McKee

The proliferation of media sharing and social networking websites has brought with it vast collections of site-specific user generated content. The result is a Social Networking Divide in which the concepts and structure common across…

Information Retrieval · Computer Science 2008-12-25 Avare Stewart , Ernesto Diaz-Aviles , Wolfgang Nejdl

The modern age of digital music access has increased the availability of data about music consumption and creation, facilitating the large-scale analysis of the complex networks that connect music together. Data about user streaming…

Social and Information Networks · Computer Science 2021-08-31 Tobin South , Matthew Roughan , Lewis Mitchell

The area of online machine learning in big data streams covers algorithms that are (1) distributed and (2) work from data streams with only a limited possibility to store past data. The first requirement mostly concerns software…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-02-19 András A. Benczúr , Levente Kocsis , Róbert Pálovics

Recommender systems are increasingly used to predict and serve content that aligns with user taste, yet the task of matching new users with relevant content remains a challenge. We consider podcasting to be an emerging medium with rapid…

Information Retrieval · Computer Science 2020-07-28 Zahra Nazari , Christophe Charbuillet , Johan Pages , Martin Laurent , Denis Charrier , Briana Vecchione , Ben Carterette

In two-sided platforms (e.g., video streaming or e-commerce), viewers and providers engage in interactive dynamics: viewers benefit from increases in provider populations, while providers benefit from increases in viewer population. Despite…

Computer Science and Game Theory · Computer Science 2025-05-28 Haruka Kiyohara , Fan Yao , Sarah Dean

Sports are one of the most significant products of the entertainment industry, accounting for a large portion of all television (and even platform) viewing. Consequently, the sale of broadcasting and media rights is the most important…

Theoretical Economics · Economics 2026-01-06 Gustavo Bergantiños , Juan D. Moreno-Ternero

Streaming services use recommender systems to surface the right music to users. Playlists are a popular way to present music in a list-like fashion, ie as a plain list of songs. An alternative are tours, where the songs alternate segues,…

Information Retrieval · Computer Science 2022-08-17 Giovanni Gabbolini , Derek Bridge

The Internet increasingly focuses on content, as exemplified by the now popular Information Centric Networking paradigm. This means, in particular, that estimating content popularities becomes essential to manage and distribute content…

Networking and Internet Architecture · Computer Science 2015-10-27 Felipe Olmos , Bruno Kauffmann

Internet Service Providers (ISPs) bear the brunt of being the first port of call for poor video streaming experience. ISPs can benefit from knowing the user's device type (e.g., Android, iOS) and software agent (e.g., native app, Chrome) to…

Networking and Internet Architecture · Computer Science 2024-09-02 Yifan Wang , Minzhao Lyu , Vijay Sivaraman

Algorithms have an increasing influence on the music that we consume and understanding their behavior is fundamental to make sure they give a fair exposure to all artists across different styles. In this on-going work we contribute to this…

Information Retrieval · Computer Science 2019-11-13 Andres Ferraro , Dmitry Bogdanov , Xavier Serra , Jason Yoon

Every generation throws a hero up the pop charts. For the current generation, one of the most relevant pop charts is the Spotify Top 200. Spotify is the world's largest music streaming service and the Top 200 is a daily list of the…

Social and Information Networks · Computer Science 2019-10-04 Michelangelo Harris , Brian Liu , Cean Park , Ravi Ramireddy , Gloria Ren , Max Ren , Shangdi Yu , Andrew Daw , Jamol Pender