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相关论文: Multiple Stakeholders in Music Recommender Systems

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This position paper summarizes our published review on individual and multistakeholder fairness in Tourism Recommender Systems (TRS). Recently, there has been growing attention to fairness considerations in recommender systems (RS). It has…

信息检索 · 计算机科学 2023-09-06 Ashmi Banerjee , Paromita Banik , Wolfgang Wörndl

With a vast number of items, web-pages, and news to choose from, online services and the customers both benefit tremendously from personalized recommender systems. Such systems however provide great opportunities for targeted…

信息检索 · 计算机科学 2015-04-16 Subhashini Krishnasamy , Rajat Sen , Sewoong Oh , Sanjay Shakkottai

Recommendation system serves as a conduit connecting users to an incredibly large, diverse and ever growing collection of contents. In practice, missing information on fresh (and tail) contents needs to be filled in order for them to be…

Collaborative recommendation is an information-filtering technique that attempts to present information items (movies, music, books, news, images, Web pages, etc.) that are likely of interest to the Internet user. Traditionally,…

机器学习 · 统计学 2009-10-14 Gérard Biau , Benoit Cadre , Laurent Rouvière

Recommender systems attempt to reduce information overload and retain customers by selecting a subset of items from a universal set based on user preferences. While research in recommender systems grew out of information retrieval and…

信息检索 · 计算机科学 2007-05-23 Saverio Perugini , Marcos Andre Goncalves , Edward A. Fox

Recommender systems have become an essential tool to help resolve the information overload problem in recent decades. Traditional recommender systems, however, suffer from data sparsity and cold start problems. To address these issues, a…

信息检索 · 计算机科学 2020-07-21 Zhu Sun , Qing Guo , Jie Yang , Hui Fang , Guibing Guo , Jie Zhang , Robin Burke

We study the problem of allocating the revenues raised via paid subscriptions to music streaming platforms among participating artists. We show that the main methods to solve streaming problems (pro-rata, user-centric and families…

理论经济学 · 经济学 2025-10-30 Gustavo Bergantiños , Juan D. Moreno-Ternero

Recommender systems are a subset of information filtering systems designed to predict and suggest items that users may find interesting or relevant based on their preferences, behaviors, or interactions. By analyzing user data such as past…

信息检索 · 计算机科学 2024-10-01 Mahamudul Hasan

Recommendation systems are dynamic economic systems that balance the needs of multiple stakeholders. A recent line of work studies incentives from the content providers' point of view. Content providers, e.g., vloggers and bloggers,…

机器学习 · 计算机科学 2023-11-13 Omer Ben-Porat , Rotem Torkan

Current practice for evaluating recommender systems typically focuses on point estimates of user-oriented effectiveness metrics or business metrics, sometimes combined with additional metrics for considerations such as diversity and…

信息检索 · 计算机科学 2023-09-13 Michael D. Ekstrand , Ben Carterette , Fernando Diaz

It is common for video-on-demand and music streaming services to adopt a user interface composed of several recommendation lists, i.e. widgets or swipeable carousels, each generated according to a specific criterion or algorithm (e.g. most…

信息检索 · 计算机科学 2021-05-18 Nicolò Felicioni , Maurizio Ferrari Dacrema , Paolo Cremonesi

Home entertainment systems feature in a variety of usage scenarios with one or more simultaneous users, for whom the complexity of choosing media to consume has increased rapidly over the last decade. Users' decision processes are complex…

信息检索 · 计算机科学 2019-10-01 Miklas S. Kristoffersen , Sven E. Shepstone , Zheng-Hua Tan

The suggestions generated by most existing recommender systems are known to suffer from a lack of diversity, and other issues like popularity bias. As a result, they have been observed to promote well-known "blockbuster" items, and to…

计算机与社会 · 计算机科学 2019-09-05 Bibek Paudel , Abraham Bernstein

Recommender systems have become a ubiquitous part of modern web applications. They help users discover new and relevant items. Today's users, through years of interaction with these systems have developed an inherent understanding of how…

信息检索 · 计算机科学 2021-09-03 Muheeb Faizan Ghori , Arman Dehpanah , Jonathan Gemmell , Hamed Qahri-Saremi , Bamshad Mobasher

Recommender systems are software tools used to generate and provide suggestions for items and other entities to the users by exploiting various strategies. Hybrid recommender systems combine two or more recommendation strategies in…

信息检索 · 计算机科学 2019-01-15 Erion Çano , Maurizio Morisio

While recommender systems with multi-modal item representations (image, audio, and text), have been widely explored, learning recommendations from multi-modal user interactions (e.g., clicks and speech) remains an open problem. We study the…

信息检索 · 计算机科学 2024-05-08 Simone Borg Bruun , Krisztian Balog , Maria Maistro

In recent years, there has been growing focus on the study of automated recommender systems. Music recommendation systems serve as a prominent domain for such works, both from an academic and a commercial perspective. A fundamental aspect…

机器学习 · 计算机科学 2015-03-26 Elad Liebman , Maytal Saar-Tsechansky , Peter Stone

Gig workers, and the products and services they provide, play an increasingly ubiquitous role in our daily lives. But despite growing evidence suggesting that worker well-being in gig economy platforms have become significant societal…

人机交互 · 计算机科学 2023-06-07 Jane Hsieh , Miranda Karger , Lucas Zagal , Haiyi Zhu

Effective music mixing requires technical and creative finesse, but clear communication with the client is crucial. The mixing engineer must grasp the client's expectations, and preferences, and collaborate to achieve the desired sound. The…

人机交互 · 计算机科学 2023-10-02 Soumya Sai Vanka , Maryam Safi , Jean-Baptiste Rolland , György Fazekas

One of the significant issues in the music supply chain today is the lack of consistent, complete and authoritative information or metadata regarding the creation of a given musical work. In many cases multiple entities in the music supply…