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Online dating sites have become popular platforms for people to look for potential romantic partners. Different from traditional user-item recommendations where the goal is to match items (e.g., books, videos, etc) with a user's interests,…

社会与信息网络 · 计算机科学 2015-01-28 Peng Xia , Benyuan Liu , Yizhou Sun , Cindy Chen

A reciprocal recommendation problem is one where the goal of learning is not just to predict a user's preference towards a passive item (e.g., a book), but to recommend the targeted user on one side another user from the other side such…

机器学习 · 计算机科学 2018-06-05 Fabio Vitale , Nikos Parotsidis , Claudio Gentile

The Massive Open Online Course (MOOC) has expanded significantly in recent years. With the widespread of MOOC, the opportunity to study the fascinating courses for free has attracted numerous people of diverse educational backgrounds all…

机器学习 · 计算机科学 2016-10-18 Yifan Hou , Pan Zhou , Ting Wang , Li Yu , Yuchong Hu , Dapeng Wu

Massive Open Online Courses (MOOCs) are attracting the attention of people all over the world. Regardless the platform, numbers of registrants for online courses are impressive but in the same time, completion rates are disappointing.…

信息检索 · 计算机科学 2017-10-11 Tom Rolandus Hagedoorn , Gerasimos Spanakis

Massive open online courses (MOOCs), which offer open access and widespread interactive participation through the internet, are quickly becoming the preferred method for online and remote learning. Several MOOC platforms offer the service…

信息检索 · 计算机科学 2023-05-10 Jibing Gong , Yao Wan , Ye Liu , Xuewen Li , Yi Zhao , Cheng Wang , Yuting Lin , Xiaohan Fang , Wenzheng Feng , Jingyi Zhang , Jie Tang

Massive Open Online Courses (MOOCs) offer a new scalable paradigm for e-learning by providing students with global exposure and opportunities for connecting and interacting with millions of people all around the world. Very often, students…

社会与信息网络 · 计算机科学 2014-07-29 Tanmay Sinha

Massive Open Online Courses (MOOCs) have significantly enhanced educational accessibility by offering a wide variety of courses and breaking down traditional barriers related to geography, finance, and time. However, students often face…

信息检索 · 计算机科学 2024-07-09 Jiarui Rao , Jionghao Lin

Online dating platforms provide people with the opportunity to find a partner. Recommender systems in online dating platforms suggest one side of users to the other side of users. We discuss the potential interactions between reciprocal…

信息检索 · 计算机科学 2022-08-25 Yoji Tomita , Riku Togashi , Daisuke Moriwaki

The increasing availability of learning activity data in Massive Open Online Courses (MOOCs) enables us to conduct a large-scale analysis of learners' learning behavior. In this paper, we analyze a dataset of 351 million learning activities…

信息检索 · 计算机科学 2024-08-07 Xin Zhou , Aixin Sun , Jie Zhang , Donghui Lin

Multi-objective recommender systems (MORS) provide suggestions to users according to multiple (and possibly conflicting) goals. When a system optimizes its results at the individual-user level, it tailors them on a user's propensity towards…

信息检索 · 计算机科学 2023-10-17 Patrik Dokoupil , Ladislav Peska , Ludovico Boratto

The recent pandemic has changed the way we see education. It is not surprising that children and college students are not the only ones using online education. Millions of adults have signed up for online classes and courses during last…

Online educational platforms are playing a primary role in mediating the success of individuals' careers. Therefore, while building overlying content recommendation services, it becomes essential to guarantee that learners are provided with…

信息检索 · 计算机科学 2022-08-24 Mirko Marras , Ludovico Boratto , Guilherme Ramos , Gianni Fenu

In a Massive Open Online Course (MOOC), predictive models of student behavior can support multiple aspects of learning, including instructor feedback and timely intervention. Ongoing courses, when the student outcomes are yet unknown, must…

机器学习 · 计算机科学 2018-12-19 Mucong Ding , Yanbang Wang , Erik Hemberg , Una-May O'Reilly

Automated platforms which support users in finding a mutually beneficial match, such as online dating and job recruitment sites, are becoming increasingly popular. These platforms often include recommender systems that assist users in…

人工智能 · 计算机科学 2018-07-04 Akiva Kleinerman , Ariel Rosenfeld , Sarit Kraus

Recommender systems are widely used. Usually, recommender systems are based on a centralized client-server architecture. However, this approach implies drawbacks regarding the privacy of users. In this paper, we propose a distributed…

密码学与安全 · 计算机科学 2021-07-15 S. Nuñez von Voigt , E. Daniel , F. Tschorsch

Massive Open Online Courses (MOOCs) bring together a global crowd of thousands of learners for several weeks or months. In theory, the openness and scale of MOOCs can promote iterative dialogue that facilitates group cognition and knowledge…

物理与社会 · 物理学 2023-01-05 Nabeel Gillani , Taha Yasseri , Rebecca Eynon , Isis Hjorth

Massive Open Online Courses (MOOC) are seen as a next step in distance online learning. In the MOOC vision, large numbers of students can access the course content over the Internet and complete courses at their own pace while interacting…

计算机与社会 · 计算机科学 2018-10-19 Markus Harju , Teemu Leppänen , Ilkka Virtanen

Recommendation systems have become popular and effective tools to help users discover their interesting items by modeling the user preference and item property based on implicit interactions (e.g., purchasing and clicking). Humans perceive…

信息检索 · 计算机科学 2023-02-10 Hongyu Zhou , Xin Zhou , Zhiwei Zeng , Lingzi Zhang , Zhiqi Shen

The knowledge concept recommendation in Massive Open Online Courses (MOOCs) is a significant issue that has garnered widespread attention. Existing methods primarily rely on the explicit relations between users and knowledge concepts on the…

信息检索 · 计算机科学 2024-02-14 Hengnian Gu , Zhiyi Duan , Pan Xie , Dongdai Zhou

Social learning, i.e., students learning from each other through social interactions, has the potential to significantly scale up instruction in online education. In many cases, such as in massive open online courses (MOOCs), social…

社会与信息网络 · 计算机科学 2018-06-25 Andrew S. Lan , Jonathan C. Spencer , Ziqi Chen , Christopher G. Brinton , Mung Chiang
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