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The Recommender system is a vital information service on today's Internet. Recently, graph neural networks have emerged as the leading approach for recommender systems. We try to review recent literature on graph neural network-based…

信息检索 · 计算机科学 2023-11-14 Haojun Zhu , Vikram Kapoor , Priya Sharma

With the explosive growth of Internet data, users are facing the problem of information overload, which makes it a challenge to efficiently obtain the required resources. Recommendation systems have emerged in this context. By filtering…

信息检索 · 计算机科学 2024-10-22 Wenyi Liu , Rui Wang , Yuanshuai Luo , Jianjun Wei , Zihao Zhao , Junming Huang

Predicting links in complex networks has been one of the essential topics within the realm of data mining and science discovery over the past few years. This problem remains an attempt to identify future, deleted, and redundant links using…

社会与信息网络 · 计算机科学 2021-05-21 Kamal Berahmand , Elahe Nasiri , Saman Forouzandeh , Yuefeng Li

In a modern recommender system, it is important to understand how products relate to each other. For example, while a user is looking for mobile phones, it might make sense to recommend other phones, but once they buy a phone, we might…

社会与信息网络 · 计算机科学 2015-07-01 Julian McAuley , Rahul Pandey , Jure Leskovec

Recommender Systems are algorithms that predict a user's preference for an item. Reciprocal Recommenders are a subset of recommender systems, where the items in question are people, and the objective is therefore to predict a bidirectional…

信息检索 · 计算机科学 2021-08-27 James Neve , Ryan McConville

Recommender Systems are nowadays successfully used by all major web sites (from e-commerce to social media) to filter content and make suggestions in a personalized way. Academic research largely focuses on the value of recommenders for…

信息检索 · 计算机科学 2019-12-18 Dietmar Jannach , Michael Jugovac

Recommender Systems (RS) currently represent a fundamental tool in online services, especially with the advent of Online Social Networks (OSN). In this case, users generate huge amounts of contents and they can be quickly overloaded by…

信息检索 · 计算机科学 2023-07-06 Mattia Giovanni Campana , Franca Delmastro

To foster an active and engaged community, social networks employ recommendation algorithms that filter large amounts of contents and provide a user with personalized views of the network. Popular social networks such as Facebook and…

信息检索 · 计算机科学 2018-11-26 Jan Trienes , Andrés Torres Cano , Djoerd Hiemstra

The use of recommender systems has increased dramatically to assist online social network users in the decision-making process and selecting appropriate items. On the other hand, due to many different items, users cannot score a wide range…

社会与信息网络 · 计算机科学 2020-09-11 Saman Forouzandeh , Mehrdad Rostami , Kamal Berahmand

After the Internet and the World Wide Web have become popular and widely-available, the electronically stored online interactions of individuals have fast emerged as a challenge for researchers and, perhaps even faster, as a source of…

社会与信息网络 · 计算机科学 2012-08-23 Matus Medo

Social bookmarking and tagging has emerged a new era in user collaboration. Collaborative Tagging allows users to annotate content of their liking, which via the appropriate algorithms can render useful for the provision of product…

社会与信息网络 · 计算机科学 2014-10-21 Georgios Pitsilis , Wei Wang

The use of relevant metrics of software systems could improve various software engineering tasks, but identifying relationships among metrics is not simple and can be very time consuming. Recommender systems can help with this…

软件工程 · 计算机科学 2018-01-23 Maral Azizi , Hyunsook Do

Link prediction in complex networks has attracted increasing attention from both physical and computer science communities. The algorithms can be used to extract missing information, identify spurious interactions, evaluate network evolving…

物理与社会 · 物理学 2015-05-20 Linyuan Lu , Tao Zhou

The exponential growth in scale and relevance of social networks enable them to provide expansive insights. Predicting missing links in social networks efficiently can help in various modern-day business applications ranging from generating…

社会与信息网络 · 计算机科学 2024-03-14 Samarth Khanna , Sree Bhattacharyya , Sudipto Ghosh , Kushagra Agarwal , Asit Kumar Das

Link prediction is an important network science problem in many domains such as social networks, chem/bio-informatics, etc. Most of these networks are dynamic in nature with patterns evolving over time. In such cases, it is necessary to…

社会与信息网络 · 计算机科学 2015-09-18 Jeyanthi Narasimhan , Lawrence Holder

The link recommendation problem consists in suggesting a set of links to the users of a social network in order to increase their social circles and the connectivity of the network. Link recommendation is extensively studied in the context…

数据结构与算法 · 计算机科学 2017-06-15 Gianlorenzo D'Angelo , Lorenzo Severini , Yllka Velaj

Recommender systems have emerged as a new weapon to help online firms to realize many of their strategic goals (e.g., to improve sales, revenue, customer experience etc.). However, many existing techniques commonly approach these goals by…

信息检索 · 计算机科学 2012-12-11 Shuang-Hong Yang

Supply and demand are two fundamental concepts of sellers and customers. Predicting demand accurately is critical for organizations in order to be able to make plans. In this paper, we propose a new approach for demand prediction on an…

机器学习 · 计算机科学 2022-11-03 Resul Tugay , Sule Gunduz Oguducu

Recommender systems play a significant role in providing the appropriate data for each user among a huge amount of information. One of the important roles of a recommender system is to predict the preference of each user to some specific…

社会与信息网络 · 计算机科学 2018-11-14 M. R. Zarei , M. R. Moosavi

Predicting the future evolution of complex systems is one of the main challenges in complexity science. Based on a current snapshot of a network, link prediction algorithms aim to predict its future evolution. We apply here link prediction…

物理与社会 · 物理学 2015-11-18 Alexandre Vidmer , An Zeng , Matúš Medo , Yi-Cheng Zhang