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An Optimization Model for Group Formation in Project-based Learning

Johan Holmgren, Zahra Ghaffari, Radu-Casian Mihailescu
2020 Proceedings of the 53rd Hawaii International Conference on System Sciences   unpublished
We propose an optimization model to tackle the problem of determining how projects are assigned to student groups based on a bidding procedure.  ...  In order to improve student experience in project-based learning we resort to actively involving them in a transparent and unbiased project allocation process.  ...  In the current work, we propose an optimization approach, where we actively involve the students in the process of project group formation, utilizing on their preferences and skills.  ... 
doi:10.24251/hicss.2020.009 fatcat:e5psug5v3vfpjjltj66y4wkmhu

Group Maker Tool for Software Engineering Projects

Maria-Iuliana Dascalu, Ana-Maria Dumitrache, Melania Coman, Alin Moldoveanu
2015 Procedia - Social and Behavioral Sciences  
The model automates the process of optimal grouping of students in teams based on a skill inventory created by the teacher.  ...  In order to maximize the learning benefits and to facilitate obtaining successful projects, the teacher has to be actively involved in all the phases of the project life cycle, including team formation  ...  Project-based learning and team formation Becoming a team in the context of project based learning can be a tough challenge for some learning facilitators to conduct and for some learners to implement  ... 
doi:10.1016/j.sbspro.2015.08.266 fatcat:acxbrbpkg5cstowz33vw2wx2ea

A metrics framework for evaluating group formation

Asma Ounnas, David E. Millard, Hugh C. Davis
2007 Proceedings of the 2007 international ACM conference on Conference on supporting group work - GROUP '07  
In this paper we propose a metrics framework for evaluating group formation based upon a model for constraint satisfaction-based group formation.  ...  So far, many Computer-Supported Group Formation systems have been designed to facilitate the formation of optimal groups in learning.  ...  Redmond [5] introduces a computer program to aid the assignment of students' projects groups using an instructor-based approach.  ... 
doi:10.1145/1316624.1316656 dblp:conf/group/OunnasMD07 fatcat:sjateoymhzfb5madlg4b6rpzxq

Semi-supervised teacher-student deep neural network for materials discovery [article]

Daniel Gleaves, Edirisuriya M. Dilanga Siriwardane, Yong Zhao, Nihang Fu, Jianjun Hu
2021 arXiv   pre-print
For formation energy based stability screening, our semi-supervised classifier achieves an absolute 10.3\% accuracy improvement compared to the baseline CGCNN regression model.  ...  deposited in materials databases such as ICSD and Materials Project (MP).  ...  Acknowledgement Research reported in this work was supported in part by NSF under grants 1940099 and 1905775.  ... 
arXiv:2112.06142v1 fatcat:o7volcq7enb53ka2asv7y5swpm

Development of online learning groups based on MBTI learning style and fuzzy algorithm

Budi Laksono Putro, Yusep Rosmansyah, Suhardi Suhardi
2020 TELKOMNIKA (Telecommunication Computing Electronics and Control)  
SKACI is a DLE for CPS learning. Fuzzy algorithm for solving dual leadership problems in a group.  ...  Group development is an initial step and an important influence on learning collaborative problem solving (CPS) based on the digital learning environment (DLE).  ...  ACKNOWLEDGEMENTS Praise Allah for all the blessings that He has given.  ... 
doi:10.12928/telkomnika.v18i1.14922 fatcat:5e7f7j2p5bgvxdymp3r6wqrxla

An intelligent agent model for learning group development in the digital learning environment: A systematic literature review

Budi Laksono Putro, Yusep Rosmansyah, Suhardi Suhardi
2020 Bulletin of Electrical Engineering and Informatics  
A literacy study is needed for studies in the intelligent agent domain for group development of collaborative learning in DLE.  ...  This research refers to Srba and Bielikova's group development model. The stages of the model are formation, performing and closing. An intelligent agent model at the formation stage.  ...  Thank you to the Indonesia Endowment Fund for Education (LPDP), for the BUDI-DN scholarship.  ... 
doi:10.11591/eei.v9i3.2009 fatcat:s54qtusg3bgz7eodazjjwmb2cy

CLIENT-BASED DESIGN (ENVIRONMENTAL ASSESSMENT) COMPETITION AND INSTRUCTION IN ENVIRONMENTAL ENGINEERING

Dena W. McMartin, Lisa M. Watson
2013 Proceedings of the Canadian Engineering Education Association (CEEA)  
effort, and providing in-group peer review in a supportive and critical format.  ...  An engineering business method of instruction around client-based projects is employed in a senior undergraduate environmental impact and design course.  ...  effort, and providing in-group peer review in a supportive and critical format.  ... 
doi:10.24908/pceea.v0i0.4640 fatcat:xoyuzzn2zzhfnnalnsfilxujwa

Modernizing Teaching through Experimentation on UAVs Formations

C. Stoica Maniu, C. Vlad, T. Chevet, G. Rousseau, S. Bertrand, S. Olaru
2019 IFAC-PapersOnLine  
Innovatory methods of active learning such as Problem-Based Learning (PBL) in small tutored groups are proposed, as well as a peer assessment of the results.  ...  In the context of innovative control laboratories, this paper presents a new engineering course applying basic automatic control and optimization concepts to the cooperative control of Unmanned Aerial  ...  ACKNOWLEDGEMENTS This work has been accomplished within the MEECOD ("Moderniser l'Enseignement par l'Exprimentation sur la COordination de Drones") project supported by UPSaclay (Université Paris-Saclay  ... 
doi:10.1016/j.ifacol.2019.08.183 fatcat:6luqn4uymzdmbah7yze42xmlpa

Problem-based learning in research method courses: development, application and evaluation

Yani Ramdani, Nia Kurniati Syam, Yayat Karyana, Diar Herawati
2022 F1000Research  
The purpose of this study was to analyze the improvement of students' ability in writing scientific reports through research method courses using problem based learning (PBL).  ...  Results: The results showed that there was an increase in scientific writing skills with good categories on indicators of possible plagiarism using Turnitin, use of report preparation formats, suitability  ...  The effect of online shopping budget planning on the amount of finance each month for students at the Islamic University of Bandung. 7 The formation of an optimal portfolio using the single index model  ... 
doi:10.12688/f1000research.75985.1 fatcat:p7s7zbacajcwphumilqqdycw4q

Group Formation Using Multi Objectives Ant Colony System for Collaborative Learning

Fitra Zul Fahmi, Dade Nurjanah
2018 Proceeding of the Electrical Engineering Computer Science and Informatics  
Collaborative learning is widely applied in education. One of the key aspects of collaborative learning is group formation.  ...  This paper studies the use of an improved ant colony system (ACS), called Multi Objective Ant Colony System (MOACS), for group formation.  ...  Furthermore, another study suggested an optimal size of a group based on learning objectives [22] , including skill exercises (teams of two), guided discovery Learning (teams of three), in-class problem  ... 
doi:10.11591/eecsi.v5i5.1711 fatcat:dnwdzn6adrhopl3lnf54uuh3he

The Model of Distance Education of the Designer in the Frames of Computer Project Graphics

Elena Zaeva-Burdonskaya, Daria Kardashenko
2020 Proceedings of the 30th International Conference on Computer Graphics and Machine Vision (GraphiCon 2020). Part 2  
The article considers the potential of computer graphic modeling based on the experience of distance learning in design and art disciplines at the Department of Environmental design of the Stroganov Academy  ...  An analysis of both practical and theoretical work of the Department during the semester made it possible to conclude that the model for the integration of full-time and distance learning, the individual  ...  The Model of Distance Education of the Designer in the Frames of Computer Project… 11 Ekaterina Kuznetsova: "Working in an audience and in personal communication with students, computer disciplines,  ... 
doi:10.51130/graphicon-2020-2-3-51 fatcat:pax2xopu5faexkzgb6legdpsme

Group formation based on learning styles: can it improve students' teamwork?

Maria Kyprianidou, Stavros Demetriadis, Thrasyvoulos Tsiatsos, Andreas Pombortsis
2011 Educational technology research and development  
Overall, this work provides evidence that the adoption of learning styles theories in practice can be facilitated by systems for automated group formation and supportive group facilitation meetings that  ...  This work explores the impact of teacher-led heterogeneous group formation on students' teamwork, based on students' learning styles.  ...  Group formation In order to distribute students in groups, the teacher activated the group formation procedure in PEGASUS and groups of 3-5 students were automatically formed based on optimal group heterogeneity  ... 
doi:10.1007/s11423-011-9215-4 fatcat:uw7kogliqvejvelfxnqincv63a

Predicting Future Sales of Retail Products using Machine Learning [article]

Devendra Swami, Alay Dilipbhai Shah, Subhrajeet K B Ray
2020 arXiv   pre-print
In order to perform forecasting for next month, we have deployed eXtreme Gradient Boosting (XGBoost) and Long Short Term Memory (LSTM) based network architecture to perform learning task.  ...  Techniques for making future predictions based upon the present and past data, has always been an area with direct application to various real life problems.  ...  [7] Thus, a more rigorous approach for hyperparameters selections can be used to tune the customized LSTM-based architecture.  ... 
arXiv:2008.07779v1 fatcat:6z6qokrxyzfnbbethadwql4eky

Towards Semantic Group Formation

Asma Ounnas, Hugh C Davis, David E Millard
2007 Seventh IEEE International Conference on Advanced Learning Technologies (ICALT 2007)  
In this paper we propose an approach to learner group formation, based upon satisfying the constraints of the person forming the groups by reasoning over possibly incomplete semantic data about the potential  ...  Formation of optimal groups can be a time consuming and complex task, particularly when the list of participants is unknown in advance.  ...  The students are grouped, using a greedy algorithm, based on the time slot they prefer to collaborate in, and then allocate the projects to the groups based on the members' preferences in the group.  ... 
doi:10.1109/icalt.2007.268 dblp:conf/icalt/OunnasDM07 fatcat:tiq6e6jqxvdwvadsjodj5kpeym

Better knowledge management through knowledge engineering

A. Preece, A. Flett, D. Sleeman, D. Curry, N. Meany, P. Perry
2001 IEEE Intelligent Systems  
The authors thank Tom Russ of ISI/University of Southern California for advice and technical assistance regarding Loom and Ontosaurus.  ...  lessons learned on each project  ...  The drilling optimization group developed this case-base in collaboration with the University of Aberdeen, managing the work as a Teaching Company Scheme.  ... 
doi:10.1109/5254.912383 fatcat:kwpyla6thvffvbr4xudsilvbyu
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