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相关论文: Learning to Recommend Items to Wikidata Editors

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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

Reviewer recommendation is a critical task for enhancing the efficiency of academic publishing workflows. However, research in this area has been persistently hindered by the lack of high-quality benchmark datasets, which are often limited…

信息检索 · 计算机科学 2025-10-21 Qiyao Peng , Chen Wang , Yinghui Wang , Hongtao Liu , Xuan Guo , Wenjun Wang

Large public knowledge graphs, like Wikidata, contain billions of statements about tens of millions of entities, thus inspiring various use cases to exploit such knowledge graphs. However, practice shows that much of the relevant…

人工智能 · 计算机科学 2022-08-09 Bohui Zhang , Filip Ilievski , Pedro Szekely

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

Data plays a vital role in machine learning studies. In the research of recommendation, both user behaviors and side information are helpful to model users. So, large-scale real scenario datasets with abundant user behaviors will contribute…

信息检索 · 计算机科学 2021-06-14 Bin Hao , Min Zhang , Weizhi Ma , Shaoyun Shi , Xinxing Yu , Houzhi Shan , Yiqun Liu , Shaoping Ma

Conversational and question-based recommender systems have gained increasing attention in recent years, with users enabled to converse with the system and better control recommendations. Nevertheless, research in the field is still limited,…

信息检索 · 计算机科学 2020-06-01 Jie Zou , Yifan Chen , Evangelos Kanoulas

Hyperlinks constitute the backbone of the Web; they enable user navigation, information discovery, content ranking, and many other crucial services on the Internet. In particular, hyperlinks found within Wikipedia allow the readers to…

计算机与社会 · 计算机科学 2021-06-01 Martin Gerlach , Marshall Miller , Rita Ho , Kosta Harlan , Djellel Difallah

All online sharing systems gather data that reflects users' collective behaviour and their shared activities. This data can be used to extract different kinds of relationships, which can be grouped into layers, and which are basic…

社会与信息网络 · 计算机科学 2013-03-04 Przemyslaw Kazienko , Katarzyna Musial , Tomasz Kajdanowicz

Multimodal Entity Linking (MEL) which aims at linking mentions with multimodal contexts to the referent entities from a knowledge base (e.g., Wikipedia), is an essential task for many multimodal applications. Although much attention has…

计算与语言 · 计算机科学 2022-04-14 Xuwu Wang , Junfeng Tian , Min Gui , Zhixu Li , Rui Wang , Ming Yan , Lihan Chen , Yanghua Xiao

Recommendation has been a long-standing problem in many areas ranging from e-commerce to social websites. Most current studies focus only on traditional approaches such as content-based or collaborative filtering while there are relatively…

机器学习 · 计算机科学 2020-09-22 Muhammet cakir , sule gunduz oguducu , resul tugay

Recommender systems are effective tools for mitigating information overload and have seen extensive applications across various domains. However, the single focus on utility goals proves to be inadequate in addressing real-world concerns,…

信息检索 · 计算机科学 2024-03-05 Yuying Zhao , Yu Wang , Yunchao Liu , Xueqi Cheng , Charu Aggarwal , Tyler Derr

Nowadays, recommender systems and search engines play an integral role in fashion e-commerce. Still, many challenges lie ahead, and this study tries to tackle some. This article first suggests a content-based fashion recommender system that…

信息检索 · 计算机科学 2022-07-26 Seyed Omid Mohammadi , Hossein Bodaghi , Ahmad Kalhor

Acknowledged as one of the most successful online cooperative projects in human society, Wikipedia has obtained rapid growth in recent years and desires continuously to expand content and disseminate knowledge values for everyone globally.…

计算与语言 · 计算机科学 2022-10-25 Hoang Thang Ta , Alexander Gelbukha , Grigori Sidorov

Since the COVID-19 outbreak, the use of digital learning or education platforms has significantly increased. Teachers now digitally distribute homework and provide exercise questions. In both cases, teachers need to continuously develop…

信息检索 · 计算机科学 2022-11-16 Philipp Scharpf , Moritz Schubotz , Andreas Spitz , Andre Greiner-Petter , Bela Gipp

Most recommender systems research focuses on binary historical user-item interaction encodings to predict future interactions. User features, item features, and interaction strengths remain largely under-utilized in this space or only…

信息检索 · 计算机科学 2024-09-24 Utkarsh Priyam , Hemit Shah , Edoardo Botta

Existing benchmark datasets for recommender systems (RS) either are created at a small scale or involve very limited forms of user feedback. RS models evaluated on such datasets often lack practical values for large-scale real-world…

信息检索 · 计算机科学 2023-06-06 Guanghu Yuan , Fajie Yuan , Yudong Li , Beibei Kong , Shujie Li , Lei Chen , Min Yang , Chenyun Yu , Bo Hu , Zang Li , Yu Xu , Xiaohu Qie

Literature recommendation is essential for researchers to find relevant articles in an ever-growing academic field. However, traditional methods often struggle due to data limitations and methodological challenges. In this work, we…

应用统计 · 统计学 2025-03-04 Kun Liu , Yan Zhang , Rui Pan , Tianchen Gao , Hansheng Wang

Nowadays, editors tend to separate different subtopics of a long Wiki-pedia article into multiple sub-articles. This separation seeks to improve human readability. However, it also has a deleterious effect on many Wikipedia-based tasks that…

信息检索 · 计算机科学 2019-06-24 Muhao Chen , Changping Meng , Gang Huang , Carlo Zaniolo

An important aspect of a researcher's activities is to find relevant and related publications. The task of a recommender system for scientific publications is to provide a list of papers that match these criteria. Based on the collection of…

信息检索 · 计算机科学 2014-09-05 Roman Kern , Kris Jack , Michael Granitzer

Literary reading is an important activity for individuals and choosing to read a book can be a long time commitment, making book choice an important task for book lovers and public library users. In this paper we present an hybrid…

信息检索 · 计算机科学 2012-03-26 Paula Cristina Vaz , David Martins de Matos , Bruno Martins , Pavel Calado