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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 Social Networking may be a way to support health professionals' need for continuous learning through interaction with peers and experts. Understanding and evaluating such learning is important but difficult, and Social Network…

Social and Information Networks · Computer Science 2016-04-12 Xin Li , Kathleen Gray , Karin Verspoor , Stephen Barnett

This work is an attempt to discover hidden structural configurations in learning activity sequences of students in Massive Open Online Courses (MOOCs). Leveraging combined representations of video clickstream interactions and forum…

Computers and Society · Computer Science 2014-09-23 Tanmay Sinha , Nan Li , Patrick Jermann , Pierre Dillenbourg

Network analysis is an important tool in understanding the behavior of complex systems of interacting entities. However, due to the limitations of data gathering technologies, some interactions might be missing from the network model. This…

Social and Information Networks · Computer Science 2016-08-25 Soumya Sarkar , Sanjukta Bhowmick , Suhansanu Kumar , Animesh Mukherjee

Collaboration networks evolve throughout academic careers, yet few studies systematically examine how these network dynamics relate to long-term career success and mobility. Analysing 35,708 physicists' careers spanning at least 15 years,…

Physics and Society · Physics 2026-02-26 Mingrong She , Jan Bachmann , Fariba Karimi , Leto Peel

In recent years, there is a lot of interest in modeling students' digital traces in Learning Management System (LMS) to understand students' learning behavior patterns including aspects of meta-cognition and self-regulation, with the…

Computers and Society · Computer Science 2023-03-31 Varun Mandalapu , Lujie Karen Chen , Sushruta Shetty , Zhiyuan Chen , Jiaqi Gong

Many studies on coauthorship networks focus on network topology and network statistical mechanics. This article takes a different approach by studying micro-level network properties, with the aim to apply centrality measures to impact…

Digital Libraries · Computer Science 2010-12-23 Erjia Yan , Ying Ding

Supporting student success requires collaboration among multiple stakeholders. Researchers have explored machine learning models for academic performance prediction; yet key challenges remain in ensuring these models are interpretable,…

Human-Computer Interaction · Computer Science 2025-05-12 Han Zhang , Yiyi Ren , Paula S. Nurius , Jennifer Mankoff , Anind K. Dey

Many real world systems can be expressed as complex networks of interconnected nodes. It is frequently important to be able to quantify the relative importance of the various nodes in the network, a task accomplished by defining some…

Physics and Society · Physics 2016-08-08 José Ricardo Furlan Ronqui , Gonzalo Travieso

Many studies in educational data mining address specific learner groups, such as first-in-family to attend Higher Education, or focus on differences in characteristics such as gender or ethnicity, with the aim of predicting performance and…

Computers and Society · Computer Science 2022-12-23 Robert D. Macredie , Martin Shepperd , Tommaso Turchi , Terry Young

Objectives: This study analyzed adolescent physical activity, its link to overweight, and the social network structure in group sports participants, focusing on centrality measures. Setting: Conducted in 11 classrooms across 5 schools in…

Social and Information Networks · Computer Science 2024-02-15 Pilar Marqués-Sánchez , José Alberto Benítez-Andrades , María Dolores Calvo Sánchez , Natalia Arias

With the rise of online and virtual learning, monitoring and enhancing student engagement have become an important aspect of effective education. Traditional methods of assessing a student's involvement might not be applicable directly to…

Machine Learning · Computer Science 2025-10-28 James Thiering , Tarun Sethupat Radha Krishna , Dylan Zelkin , Ashis Kumer Biswas

The availability of advanced social interaction sensing technologies provides fine grained data for social network analysis. Although traditional methods of gathering social network data may be subject to human ability to recall social…

Social and Information Networks · Computer Science 2013-08-07 Rahman Oloritun , Alex , Pentland , Inas Khayal

Blended courses that mix in-person instruction with online platforms are increasingly popular in secondary education. These tools record a rich amount of data on students' study habits and social interactions. Prior research has shown that…

Computers and Society · Computer Science 2019-06-25 Niki Gitinabard , Yiqiao Xu , Sarah Heckman , Tiffany Barnes , Collin F. Lynch

As AI increasingly enters the classroom, what changes when students collaborate with algorithms instead of peers? We analyzed 36 undergraduate students learning graph theory through peer collaboration (n=24) or AI assistance (n=12), using…

Human-Computer Interaction · Computer Science 2026-01-21 Caitlin Morris , Pattie Maes

Empirical data on early network history are rare. Students beginning their studies at a university with no or few prior connections to each other offer a unique opportunity to investigate the formation and early development of social…

Physics and Society · Physics 2013-08-21 Jesper Bruun , Ian G. Bearden

A strong sense of classroom community is associated with many positive learning outcomes and is a critical contributor to undergraduate students' persistence in STEM, particularly for women and students of color. This chapter describes a…

Other Statistics · Statistics 2025-04-09 Shira Viel , Maria Tackett , Sarwari Das , Joseph Choo

The engagement of each user in a social network is an essential indicator for maintaining a sustainable service. Existing studies use the $coreness$ of a user to well estimate its static engagement in a network. However, when the engagement…

Social and Information Networks · Computer Science 2021-10-26 Qingyuan Linghu , Fan Zhang , Xuemin Lin , Wenjie Zhang , Ying Zhang

In the context of higher education's evolving dynamics post-COVID-19, this paper assesses the impact of new pedagogical incentives implemented in a first-year undergraduate computing module at University College London. We employ a mixed…

Computers and Society · Computer Science 2024-03-25 Laura J. Johnston , Takoua Jendoubi

The application of the Internet in the field of education is becoming more and more popular, and a large amount of educational data is generated in the process. How to effectively use these data has always been a key issue in the field of…

Computers and Society · Computer Science 2024-07-25 Chun Wang , Jiexiao Chen , Ziyang Xie , Jianke Zou