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International Journal of Mathematical, Engineering and Management Sciences

ISSN: 2455-7749 . Open Access


Applied Picture Fuzzy Sets for Group Decision-Support in the Evaluation of Pedagogic Systems

Applied Picture Fuzzy Sets for Group Decision-Support in the Evaluation of Pedagogic Systems

Hai Van Pham
School of Information and Technology Communication, Hanoi University of Science and Technology (HUST), Hanoi, Vietnam.

Nguyen Dang Khoa
School of Information and Technology Communication, Hanoi University of Science and Technology (HUST), Hanoi, Vietnam.

Thi Thuy Hang Bui
School of Engineering Pedagogy, Hanoi University of Science and Technology (HUST), Hanoi, Vietnam.

Nguyen Thi Huong Giang
School of Engineering Pedagogy, Hanoi University of Science and Technology (HUST), Hanoi, Vietnam.

Philip Moore
School of Information Science and Engineering, Lanzhou University, Feiyun Building, 222 Tianshui S Rd, Chengguan Qu, Lanzhou 730030, China.

DOI https://doi.org/10.33889/IJMEMS.2022.7.2.016

Received on October 15, 2021
  ;
Accepted on February 15, 2022

Abstract

Evaluation of E-Learning resources plays a significant role in the context of pedagogic systems. Resource evaluation is important in both conventional ‘talk-and-chalk’ teaching and in blended learning. In on-line (e-learning) teaching [an enforced feature of pedagogic systems in tertiary education during the Covid-19 pandemic] the effective evaluation of teaching resources has obtained importance given the lack of ‘face-to-face’ student-teached interaction. Moreover, the enforced use of e-learning has demonstrated the effectiveness of on-line pedagogic systems, which has been argued in blended learning pedagogic systems. Additionally, in e-learning, the lack of ‘face-to-face’ meetings [between teaching staff and students and in staff meetings] makes feedback (positive and negative) important for all actors in the pedagogic system. In this paper we present a novel approach to enable effective evaluation of teaching resources, which provides effective group decision-support designed to evaluate e-learning resources, enhancing students’ satisfaction. The proposed approach employs Picture Fuzzy Sets to quantify survey responses from actors, including: agree, disagree, neutral, and refuse to answer. In our approach, the system can manage the evaluation of e-learning resources based on both explicit and tacit knowledge using a picture fuzzy rule-based approach in which linguistic semantic terms are used to express rules and preferences. The proposed system has been tested using e-learning case studies with the goal of enhancing the learning experience and increasing students' satisfaction. Experimental results demonstrate that our proposed approach achieves a significant improvement in performance in the evaluation of e-learning resources.

Keywords- Picture fuzzy sets, Pedagogic systems, Group-decision support, e-learning resource evaluation, e-learning course evaluation

Citation

Pham, H. V., Khoa, N. D., Bui, T. T. H., Giang, N. T. H., & Moore, P. (2022). Applied Picture Fuzzy Sets for Group Decision-Support in the Evaluation of Pedagogic Systems. International Journal of Mathematical, Engineering and Management Sciences, 7(2), 243-257. https://doi.org/10.33889/IJMEMS.2022.7.2.016.