scholarly journals A Genetic-algorithm Approach for Balancing Learning Styles and Academic Attributes in Heterogeneous Grouping of Students

2017 ◽  
Vol 12 (03) ◽  
pp. 4 ◽  
Author(s):  
Anon Sukstrienwong
Keyword(s):  
Genetic Algorithm ◽  
Cooperative Learning ◽  
Learning Styles ◽  
Group Composition ◽  
Group Formation ◽  
Heterogeneous Grouping ◽  
Student Groups ◽  
Educational Backgrounds ◽  
Index Of Learning Styles ◽  
Genetic Algorithm Approach

Cooperative learning is an instructional approach in which students work together in small groups in order to achieve a common academic goal. In the context of cooperative learning, students in classrooms tend to learn more by sharing their experiences and knowledge. In addition, a diversity of educational backgrounds and student learning styles can be used to build heterogeneous groups of students. In this paper, we propose an approach for the group composition, regarding the Index of Learning Styles (ILS) questionnaire and prior educational knowledge in order to achieve the mechanism for equity among groups and ensure that heterogeneous students are distributed optimally within the group formation. This causes the search for an optimized group composition of all students more complex and becomes a time-consuming task. Therefore, the proposed algorithm mimics the natural process of a genetic algorithm in order to achieve optimal solutions. In addition, we have implemented our algorithm to construct student groups. Our experiment shows that the algorithm enhances the quality of the group formation of heterogeneous students leading to better solutions.

scholarly journals Cooperative Learning: Adaptive Group Formation for Collaborative Learning

2020 ◽  
Vol 9 (3) ◽  
pp. 752-754
Keyword(s):  
Collaborative Learning ◽  
Cooperative Learning ◽  
Learning Styles ◽  
Social Networking ◽  
Personality Traits ◽  
Clustering Algorithm ◽  
Group Formation ◽  
Social Networking Site ◽  
Interaction Patterns ◽  
Grouping Students

Collaborative learning affects with lot of factors like student’s personality, their interaction patterns, learning styles etc. Grouping of students is one of the important factors. It is important to arrange groups by skills and/or backgrounds. Hence it is noteworthy to create groups based on specific skills of students. Generally the students can be randomly grouped or grouped themselves. But this method of grouping students based on certain features like personality traits can improve the efficiency of collaborative learning. The student’s data can be collected from social networking site like Facebook. The personality of each student can be identified by comparing the individual’s chat history with psycholinguistic databases. The main objectives of this paper are to identify the student’s personality. Based on that, the group of students can be formed using k-means clustering algorithm.

A genetic algorithm approach to recognise students' learning styles

2006 ◽  
Vol 14 (1) ◽  
pp. 55-78 ◽  
Author(s):  
Virginia Yannibelli ◽  
Daniela Godoy ◽  
Analía Amandi
Keyword(s):  
Genetic Algorithm ◽  
Learning Styles ◽  
Genetic Algorithm Approach

scholarly journals Group Formation based on Students’ Learning Styles by Circular Genetic Algorithm

TEM Journal ◽  
2021 ◽  
pp. 1016-1021
Author(s):  
Anon Sukstrienwong
Keyword(s):  
Genetic Algorithm ◽  
Learning Styles ◽  
Analysis Of Variance ◽  
Heuristic Algorithm ◽  
Web Application ◽  
Group Formation ◽  
Critical Role ◽  
Academic Learning ◽  
Student Group

Student group formation plays a critical role in promoting academic learning styles. Therefore, in this study, we employed a heuristic algorithm called the circular genetic algorithm (CGA) to form balanced groups of dissimilar students in terms of personal preferred learning styles. The benefit of balancing students’ learning styles is to assist students with diverse abilities to work collaboratively. With the assistance of our developed web application, members within a group contain mixed characteristics, while all formed groups of students are similar. In addition, an empirical case study was used to verify the feasibility and effectiveness of the proposed algorithm. Corresponding results verified by the analysis of variance (ANOVA) indicate that the algorithm can optimally allocate students in an efficient way.

PEGARUH PENGGUNAAN MODEL PEMBELAJARAN KOOPERATIF DAN GAYA BELAJAR KOGNITIF TERHADAP HASIL BELAJAR ILMU PENGETAHUAN SOSIAL

Akademika ◽  
2017 ◽  
Vol 6 (02) ◽  
pp. 61-70
Author(s):  
Nursanita Nasution ◽  
Acep Nurulah
Keyword(s):  
Middle School ◽  
Cooperative Learning ◽  
Social Studies ◽  
Learning Styles ◽  
Learning Outcomes ◽  
Boarding School ◽  
Experimental Comparison ◽  
Eighth Grade ◽  
Learning Models ◽  
Eighth Grade Students

This study aims to determine the effect of cooperative learning models and studentlearning styles on the results of learning Social Sciences. Conventional learning models thatrely on reading books, multiplying practice exercises, teacher explanations in the classroom,students are expected to be more diligent in practicing questions suspected of influencingsocial studies learning outcomes. Conventional models are considered to be less than optimal,because basically students will easily feel bored because they have to open sheets per sheetby understanding the contents of the book and listening to the teacher's explanation in frontof the class verbally.This study uses an experimental comparison method containing activities planned and carriedout by researchers, 2x2 factorial design in this study to find out whether there are differencesin social studies learning outcomes between students who obtain learning with cooperativelearning models and students who obtain conventional learning. The population in this studywere all eighth grade students of Al-Kamil Middle School Islamic Boarding School in CianjurRegency, West Java. Affordable population there are eighth grade students of Al-KamilMiddle School Islamic Boarding School District. Cianjur numbered 120 students. The resultsof this study indicate that there is an interaction effect between learning models and learningstyles on the results of social studies learning at Al-Kamil Middle School Islamic BoardingSchool. Learning outcomes of students who have independent learning styles and followcooperative learning models are higher than students' learning outcomes that followconventional learning models. Likewise the learning outcomes of students who havedependent learning styles and follow cooperative learning models are higher than students'learning outcomes that follow conventional learning models

THE EFFECT BETWEEN COOPERATIVE LERANING AND LEARNING STYLE OF THE GERMANY WRITTING OUTCOM

Jurnal KATA ◽  
2017 ◽  
Vol 1 (2) ◽  
pp. 172
Author(s):  
Fauzan Adhima
Keyword(s):  
Data Analysis ◽  
Cooperative Learning ◽  
Learning Styles ◽  
Factorial Design ◽  
Learning Style ◽  
Interaction Effect ◽  
Empirical Data ◽  
Visual Learning ◽  
Design Data ◽  
Auditory Learning

<p><em>The aim of the study is to reveal the empirical data about the effect of cooperative learning and learning styles on the outcome of germany writting of SMA Negeri 42 Jakarta. The methodology used is the experimental method with a 2x2 factorial design. Data analysis performed by using two way variance analysis. The findings of the study demonstrated: 1)   The teaching cooperative leraning type STAD was higher than students who take cooperative leraning type Pair Cheks teaching. 2) The visual learning style was higher than students who have auditory learning style. 3) The students who take the teaching  cooperative leraning type Pair Cheks and have a visual learning style higher than students who take cooperative leraning type STAD and have a visual learning style . 4) The cooperative leraning type STAD and auditory learning style is higher than  cooperative leraning type Pair Cheks and have auditory learning styles. 5) The teaching cooperative leraning type STAD and have a auditory learning style was higher than the teaching cooperative leraning type STAD and have visual learning styles. 6) The cooperative leraning type Pair Cheks and have a visual learning style is higher than cooperative leraning type Pair Cheks and have auditory learning styles. 7) There is an interaction effect between  cooperative leraning  and learning style of the germany writting outcome.</em></p><p><em><br /></em></p><p> </p><p>Tujuan dari penelitian ini adalah untuk mengetahui pengaruh pembelajaran kooperatif (tipe STAD dan tipe <em>Pair Cheks</em>) dan gaya belajar (visual dan auditori) terhadap keterampilan menulis bahasa Jerman Siswa SMA N 42 Jakarta. Penelitian ini merupakan penelitian kuantitatif dengan metode eksperimen menggunakan desain faktorial 2 X 2. Pengukuran keterampilan menulis bahasa Jerman menggunakan tes tulis sedangkan gaya belajar menggunakan kuesioner. Teknik analisis data dalam penelitian ini adalah teknkik analisis variansi (ANAVA) 2 jalur dan dilanjutkan dengan uji Tuckey untuk melihat interaksi antar kelompok.  Hasil penelitian menunjukan bahwa: (1) keterampilan menulis tipe STAD lebih baik dari pada tipe <em>Pair Cheks</em>, (2) gaya belajar visual lebih baik dari auditori, (3) gaya belajar auditori lebih baik menggunakan pembelajaran kooperatif tipe STAD dari pada tipe <em>Pair Cheks</em>, (4) keterampilan menulis bahasa Jerman kelompok siswa yang memiliki gaya belajar visual lebih baik menggunakan pembelajaran kooperatif tipe <em>Pair Cheks</em> dari pada tipe STAD, (5) Belajar dengan pembelajaran kooperatif tipe STAD lebih baik diterapkan pada siswa yang memiliki gaya belajar auditori dari pada gaya belajar visual, (6) belajar dengan pembelajaran kooperatif tipe <em>Pair Cheks</em> lebih baik diterapkan pada siswa yang memiliki gaya belajar visual dari pada auditori, dan (7) terdapat pengaruh interaksi antara pembelajaran kooperatif dan gaya belajar terhadap keterampilan menulis bahasa Jerman.</p><p>Tujuan dari penelitian ini adalah untuk mengetahui pengaruh pembelajaran kooperatif (tipe STAD dan tipe <em>Pair Cheks</em>) dan gaya belajar (visual dan auditori) terhadap keterampilan menulis bahasa Jerman Siswa SMA N 42 Jakarta. Penelitian ini merupakan penelitian kuantitatif dengan metode eksperimen menggunakan desain faktorial 2 X 2. Pengukuran keterampilan menulis bahasa Jerman menggunakan tes tulis sedangkan gaya belajar menggunakan kuesioner. Teknik analisis data dalam penelitian ini adalah teknkik analisis variansi (ANAVA) 2 jalur dan dilanjutkan dengan uji Tuckey untuk melihat interaksi antar kelompok.  Hasil penelitian menunjukan bahwa: (1) keterampilan menulis tipe STAD lebih baik dari pada tipe <em>Pair Cheks</em>, (2) gaya belajar visual lebih baik dari auditori, (3) gaya belajar auditori lebih baik menggunakan pembelajaran kooperatif tipe STAD dari pada tipe <em>Pair Cheks</em>, (4) keterampilan menulis bahasa Jerman kelompok siswa yang memiliki gaya belajar visual lebih baik menggunakan pembelajaran kooperatif tipe <em>Pair Cheks</em> dari pada tipe STAD, (5) Belajar dengan pembelajaran kooperatif tipe STAD lebih baik diterapkan pada siswa yang memiliki gaya belajar auditori dari pada gaya belajar visual, (6) belajar dengan pembelajaran kooperatif tipe <em>Pair Cheks</em> lebih baik diterapkan pada siswa yang memiliki gaya belajar visual dari pada auditori, dan (7) terdapat pengaruh interaksi antara pembelajaran kooperatif dan gaya belajar terhadap keterampilan menulis bahasa Jerman.</p>

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