Collaborative optimization of learning team formation based on multidimensional characteristics and constraints modeling: A team leader-centered approach via e …

H Ma, J Li, H Zhu, W Tang, Z Huang… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
With the massive popularization of e-learning, collaborative learning via learning teams has
become indispensable to enhancing the learning efficiency and learning quality of overall …

Universal optimization framework: leader-centered learning team formation based on fuzzy evaluations of learners and e-cargo

H Ma, J Li, Y Tang, H Zhu, Z Huang… - IEEE Systems, Man …, 2023 - ieeexplore.ieee.org
Building the right learning teams is a key to the success of collaborative learning in online
and offline learning environments. However, existing research on learning team formation …

An improved genetic approach for composing optimal collaborative learning groups

Y Zheng, C Li, S Liu, W Lu - Knowledge-Based Systems, 2018 - Elsevier
Collaborative learning is an effective strategy for promoting learning in both traditional face-
to-face and online environments. When applying it, students should be assigned to best …

A hybrid evolutionary algorithm based on adaptive mutation and crossover for collaborative learning team formation in higher education

V Yannibelli, A Amandi - … and Automated Learning–IDEAL 2017: 18th …, 2017 - Springer
In this paper, we address a collaborative learning team formation problem in higher
education environments. This problem considers a grouping criterion successfully evaluated …

Multi-task oriented team formation in online collaborative learning

Y Chen, L Zhang, Y Ding, L Guo, K Bian - Expert Systems with Applications, 2025 - Elsevier
Rational and personalized team formation can greatly enhance the efficiency of online
collaborative learning. However, in the process of forming learning teams and completing …

An optimized group formation scheme considering knowledge level, learning roles, and interaction relationship for promoting collaborative problem-based learning …

CY Liu, CM Chen, CH Kuo - Kidmore End, 2016 - books.google.com
Group formation is one of the key processes in collaborative learning because having
adequate groups enables a good interaction among the members and is fundamental in …

Community-organizing agent: An artificial intelligent system for building learning communities among large numbers of learners

F Yang, M Wang, R Shen, P Han - Computers & Education, 2007 - Elsevier
Web-based (or online) learning provides an unprecedented flexibility and convenience to
both learners and instructors. However, large online classes relying on instructor-centered …

Collaborative learning agent for promoting group interaction

HJ Suh, SW Lee - ETRI journal, 2006 - Wiley Online Library
This project aims to design and develop a prototype for an agent that support online
collaborative learning. Online collaborative learning, which has emerged as a new form of …

An Optimal Grouping and Regrouping Method for Effective Collaborative Learning: Leveraging the Group Dynamics

S Garshasbi, S Graf, M Asgari, J Shen… - … and Learning for …, 2023 - ieeexplore.ieee.org
Collaborative learning is well established for its benefits and has been incorporated into
various learning systems. To further enhance the effectiveness of the collaboration process …

Group role assignment with a training plan considering the duration in adaptive collaboration

S Wu, M Pan, Y Fan, S Li… - 2023 26th International …, 2023 - ieeexplore.ieee.org
Group Role Assignment (GRA) seeks the maximum group performance by assigning roles to
the most appropriate individual agents. As an extension of GRA, GRA with a Training Plan …