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Recommender systems may be confounded by various types of confounding factors (also called confounders) that may lead to inaccurate recommendations and sacrificed recommendation performance. Current approaches to solving the problem usually…

信息检索 · 计算机科学 2023-08-15 Shuyuan Xu , Juntao Tan , Shelby Heinecke , Jia Li , Yongfeng Zhang

The rapid development of musical AI technologies has expanded the creative potential of various musical activities, ranging from music style transformation to music generation. However, little research has investigated how musical AIs can…

人机交互 · 计算机科学 2024-04-16 Jingjing Sun , Jingyi Yang , Guyue Zhou , Yucheng Jin , Jiangtao Gong

Effective peer code review in collaborative software development necessitates useful reviewer comments and supportive automated tools. Code review comments are a central component of the Modern Code Review process in the industry and…

软件工程 · 计算机科学 2023-07-07 Sharif Ahmed , Nasir U. Eisty

The conversational recommendation system (CRS) has been criticized regarding its user experience in real-world scenarios, despite recent significant progress achieved in academia. Existing evaluation protocols for CRS may prioritize…

计算与语言 · 计算机科学 2024-05-07 Chen Huang , Peixin Qin , Yang Deng , Wenqiang Lei , Jiancheng Lv , Tat-Seng Chua

Recently, it has been widely accepted by the research community that interactions between humans and cyber-physical infrastructures have played a significant role in determining the performance of the latter. The existing paradigm for…

Complex applications such as big data analytics involve different forms of coupling relationships that reflect interactions between factors related to technical, business (domain-specific) and environmental (including socio-cultural and…

机器学习 · 计算机科学 2020-07-28 Longbing Cao

Large Language Models (LLMs) have become powerful foundations for generative recommender systems, framing recommendation tasks as text generation tasks. However, existing generative recommendation methods often rely on discrete ID-based…

信息检索 · 计算机科学 2026-03-24 Jerome Ramos , Bin Wu , Aldo Lipani

Collaborative Filtering (CF) is a widely used and effective technique for recommender systems. In recent decades, there have been significant advancements in latent embedding-based CF methods for improved accuracy, such as matrix…

信息检索 · 计算机科学 2023-04-28 Yuntao Du , Jianxun Lian , Jing Yao , Xiting Wang , Mingqi Wu , Lu Chen , Yunjun Gao , Xing Xie

Supply Chain Management often requires independent organizations to work together to achieve shared objectives. This collaboration is necessary when coordinated actions benefit the group more than the uncoordinated efforts of individual…

综合金融 · 定量金融 2017-01-11 Wesley S. Boyce , Haim Mano , John L. Kent

In 2010, Web users ordered, only in Amazon, 73 items per second and massively contribute reviews about their consuming experience. As the Web matures and becomes social and participatory, collaborative filters are the basic complement in…

信息检索 · 计算机科学 2011-12-13 Vafopoulos Michalis , Oikonomou Michael

This study addresses the deficiency in conventional music recommendation systems by focusing on the vital role of emotions in shaping users music choices. These systems often disregard the emotional context, relying predominantly on past…

信息检索 · 计算机科学 2023-11-21 Tina Babu , Rekha R Nair , Geetha A

User-generated item lists are popular on many platforms. Examples include video-based playlists on YouTube, image-based lists (or"boards") on Pinterest, book-based lists on Goodreads, and answer-based lists on question-answer forums like…

信息检索 · 计算机科学 2020-01-01 Yun He , Yin Zhang , Weiwen Liu , James Caverlee

Successful collaboration involves sharing information. However, parties may disagree on how the information they need to share should be used. We argue that many of these concerns reduce to 'the copy problem': once a bit of information is…

Collaborative filtering (CF) allows the preferences of multiple users to be pooled to make recommendations regarding unseen products. We consider in this paper the problem of online and interactive CF: given the current ratings associated…

信息检索 · 计算机科学 2012-12-12 Craig Boutilier , Richard S. Zemel , Benjamin Marlin

In recent years, public discourse has blamed digital technologies for making people feel "alone together," distracting us from engaging with one another, even when we are interacting in-person. We argue that in order to design technologies…

人机交互 · 计算机科学 2022-02-04 Szu-Yu , Liu , Brian A. Smith , Rajan Vaish , Andrés Monroy-Hernández

Customising AI technologies to each user's preferences is fundamental to them functioning well. Unfortunately, current methods require too much user involvement and fail to capture their true preferences. In fact, to avoid the nuisance of…

信息检索 · 计算机科学 2023-08-14 Marc Serramia , Natalia Criado , Michael Luck

The automation of the driving task affects both the primary driving task and the automotive user interfaces. The liberation of user interface space and cognitive load on the driver allows for new ways to think about driving. Related work…

人机交互 · 计算机科学 2022-01-27 Mark Colley , Sebastian Pickl , Frank Uhlig , Enrico Rukzio

The fact that the number of users of open source software (OSS) is practically un-limited and that ultimately the software quality is determined by end users experience, makes the usability an even more critical quality attribute than it is…

软件工程 · 计算机科学 2015-07-27 Arif Raza , Luiz Fernando Capretz

Participatory design in digital civics aims to foster mutual learning and co-creation between public services and citizens. However, rarely do we collectively explore the challenges and failures we experience within PD and digital civics,…

人机交互 · 计算机科学 2024-07-09 Clara Rosa Cardoso , Sarah Rüller , Ana O Henriques , Anna R L Carter , Markus Rohde

Internet and online-based social systems are rising as the dominant mode of communication in society. However, the public or semi-private environment under which most online communications operate under do not make them suitable channels…

社会与信息网络 · 计算机科学 2015-09-03 Derek Doran , Samir Yelne , Luisa Massari , Maria-Carla Calzarossa , LaTrelle Jackson , Glen Moriarty