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With an expansive and ubiquitously available gold mine of educational data, Massive Open Online courses (MOOCs) have become the an important foci of learning analytics research. In this paper, we investigate potential reasons as to why are…

Social and Information Networks · Computer Science 2014-01-22 Tanmay Sinha

With cross-disciplinary academic interests increasing and academic advising resources over capacity, the importance of exploring data-assisted methods to support student decision making has never been higher. We build on the findings and…

Artificial Intelligence · Computer Science 2018-12-27 Weijie Jiang , Zachary A. Pardos , Qiang Wei

Massive Open Online Courses (MOOCs) have greatly contributed to making education more accessible. However, many MOOCs maintain a rigid, one-size-fits-all structure that fails to address the diverse needs and backgrounds of individual…

Artificial Intelligence · Computer Science 2024-11-20 Jean Vassoyan , Anan Schütt , Jill-Jênn Vie , Arun-Balajiee Lekshmi-Narayanan , Elisabeth André , Nicolas Vayatis

The increasing availability of Massive Open Online Courses (MOOCs) has created a necessity for personalized course recommendation systems. These systems often combine neural networks with Knowledge Graphs (KGs) to achieve richer…

Information Retrieval · Computer Science 2023-12-19 Jibril Frej , Neel Shah , Marta Knežević , Tanya Nazaretsky , Tanja Käser

Digital learning environments generate a precise record of the actions learners take as they interact with learning materials and complete exercises towards comprehension. With this high quantity of sequential data comes the potential to…

Computers and Society · Computer Science 2016-08-18 Steven Tang , Joshua C. Peterson , Zachary A. Pardos

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…

Machine Learning · Computer Science 2016-10-18 Yifan Hou , Pan Zhou , Ting Wang , Li Yu , Yuchong Hu , Dapeng Wu

Session-based recommendation systems suggest relevant items to users by modeling user behavior and preferences using short-term anonymous sessions. Existing methods leverage Graph Neural Networks (GNNs) that propagate and aggregate…

Information Retrieval · Computer Science 2022-01-10 Sai Mitheran , Abhinav Java , Surya Kant Sahu , Arshad Shaikh

In recent years, Massive Open Online Courses (MOOCs) have gained significant traction as a rapidly growing phenomenon in online learning. Unlike traditional classrooms, MOOCs offer a unique opportunity to cater to a diverse audience from…

Machine Learning · Computer Science 2023-10-20 Soheila Farokhi , Aswani Yaramala , Jiangtao Huang , Muhammad F. A. Khan , Xiaojun Qi , Hamid Karimi

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…

Social and Information Networks · Computer Science 2018-06-25 Andrew S. Lan , Jonathan C. Spencer , Ziqi Chen , Christopher G. Brinton , Mung Chiang

Do studies show that physical and online students' social networks support education? Analyzing interactions between students in schools and universities can provide a wealth of information. Studies on students' social networks can help us…

Social and Information Networks · Computer Science 2019-09-12 Akrati Saxena , Pratishtha Saxena , Harita Reddy , Ralucca Gera

Since the first instances of online education, where courses were uploaded to accessible and shared online platforms, this form of scaling the dissemination of human knowledge to reach a broader audience has sparked extensive discussion and…

Massive Open Online Courses (MOOCs) are emerging as a popular alternative to traditional education, offering learners the flexibility to access a wide range of courses from various disciplines, anytime and anywhere. Despite this…

Computers and Society · Computer Science 2025-03-04 Alireza Gharahighehi , Achilleas Ghinis , Michela Venturini , Frederik Cornillie , Celine Vens

The birth of massive open online courses (MOOCs) has had an undeniable effect on how teaching is being delivered. It seems that traditional in class teaching is becoming less popular with the young generation, the generation that wants to…

Computers and Society · Computer Science 2020-12-03 Sepinoud Azimi , Carmen-Gabriela Popa , Tatjana Cucić

The widespread use of social media has highlighted potential negative impacts on society and individuals, largely driven by recommendation algorithms that shape user behavior and social dynamics. Understanding these algorithms is essential…

Social and Information Networks · Computer Science 2024-10-08 Sabrina Guidotti , Gregor Donabauer , Simone Somazzi , Udo Kruschwitz , Davide Taibi , Dimitri Ognibene

The paper discusses diverse interconnected relationships formed within a seemingly unrelated group of students and a conceptually different problem statement. This study uses a Social Network Analysis (SNA) to analyze and map the…

Social and Information Networks · Computer Science 2022-01-03 Deekshajyothi S , Gowrishankar G

Online tools provide unique access to research students' study habits and problem-solving behavior. In MOOCs, this online data can be used to inform instructors and to provide automatic guidance to students. However, these techniques may…

Computers and Society · Computer Science 2019-04-17 Adithya Sheshadri , Niki Gitinabard , Collin F. Lynch , Tiffany Barnes , Sarah Heckman

We propose a novel application of Social Network Analysis (SNA) using classroom video data as a means of quantitatively and visually exploring the collaborations between students. The context for our study was a summer program that works…

The large-scale online management systems (e.g. Moodle), online web forums (e.g. Piazza), and online homework systems (e.g. WebAssign) have been widely used in the blended courses recently. Instructors can use these systems to deliver class…

Social and Information Networks · Computer Science 2017-10-02 Niki Gitinabard , Linting Xue , Collin F. Lynch , Sarah Heckman , Tiffany Barnes

As online courses become the norm in the higher-education landscape, investigations into student performance between students who take online vs on-campus versions of classes become necessary. While attention has been given to looking at…

Computers and Society · Computer Science 2024-08-31 Thomas Trask , Nicholas Lytle , Michael Boyle , David Joyner , Ahmed Mubarak

Session-based recommendation focuses on predicting the next item a user will interact with based on sequences of anonymous user sessions. A significant challenge in this field is data sparsity due to the typically short-term interactions.…

Information Retrieval · Computer Science 2024-12-17 Zhe Yang , Tiantian Liang
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