scholarly journals Learning Styles Preferences Using Fuzzy Logic System

2021 ◽  
Vol 6 (1) ◽  
pp. 54-66
Author(s):  
Wan Nurshazelin Wan Shahidan ◽  
Nur Rusmawati Ishak ◽  
Siti Nor Nadrah Muhamad
Keyword(s):  
Fuzzy Logic ◽  
Learning Styles ◽  
Learning Style ◽  
Visual Learning ◽  
Fuzzy Logic System ◽  
Female Students ◽  
Activity Level ◽  
Speaking Rate ◽  
Kinaesthetic Learning ◽  
Logic System

Every individual has their own natural or habitual pattern of gathering and processing information in learning situations. The different environment between school and university studies will pose a significant impact on the learning style of students. The objectives of this study are to analyse the most preferred learning style among first-year diploma students in Universiti Teknologi MARA (UiTM) Perlis Branch and compare the preferred learning style among male and female students using the Fuzzy Logic System. There were nine variable inputs in determining the fuzzy logic learning styles which are reading likeness, by nature, thinking time, speaking rate, activity level, activity enjoyment, visual distraction, auditory distraction and using instruction to obtain the VARK (visual, auditory, read/write, kinaesthetic) learning styles output. The results showed that 32% of the students prefers visual learning styles based on the VARK questionnaire while for the fuzzy inferences system, 40% of the students prefer visual learning style. Additionally, 45% of male students preferred visual learning styles followed by reading/writing and kinaesthetic learning styles of 20%. Among female students, 34% of them also showed preferred visual learning styles, followed by reading/writing learning styles. It is concluded that the vast majority of UiTM Perlis Branch students prefers visual learning styles in their studies.

GAYA BELAJAR PESERTA DIDIK DITINJAU DARI PERBEDAAN JENIS KELAMIN

2020 ◽  
Vol 2 (1) ◽  
pp. 23
Author(s):  
Fatmawati Fatmawati ◽  
Muhammad Yusuf Hidayat ◽  
Eka Damayanti ◽  
Muhammad Rusydi Rasyid
Keyword(s):  
Statistical Analysis ◽  
Learning Styles ◽  
Learning Style ◽  
Visual Learning ◽  
Female Students ◽  
Male Students ◽  
Sample Population ◽  
Male And Female ◽  
Design Learning ◽  
A Value

AbstrakPenelitian ini bertujuan untuk mengetahui perbedaan gaya belajar antara peserta didik laki-laki dengan perempuan di MTs Madani Pao-Pao. Penelitian kuantitatif jenis komparatif ini menggunakan sampel populasi sebanyak 255 peserta didik. Data yang terkumpul menggunakan instrumen skala gaya belajar dan dianalisis menggunakan statistik deskriptif dan statistik inferensial. Hasil analisis statistik inferensial uji Anova menunjukkan nilai sign sebesar 0,033 (p < 0,05), dengan demikian dapat disimpulkan terdapat perbedaan gaya belajar pada peserta didik laki-laki dengan perempuan di MTs Madani Pao-pao. Hasil deskriptif menunjukkan peserta didik laki-laki lebih dominan memiliki gaya belajar visual sedangkan peserta didik perempuan dominan memiliki gaya belajar kinestetik. Hasil penelitian ini menjadi informasi penting bagi guru agar mendesain pembelajaran dengan memperhatikan perbedaan gaya belajar peserta didik. AbstractThis study aims to determine differences in learning styles between male and female students of MTs Madani Pao-Pao. This comparative study had a sample population of 255 students. The data collected using a scale of learning style scale which was analyzed by descriptive and inferential statistics. The inferential statistical analysis of the Anova test showed a value of 0.033 (p <0.05). it can be summed up that there were differences in learning styles between male and female learners in MTs Madani Pao-Pao. In addition, male students had a more dominant visual learning style while female students had a dominant kinesthetic learning style. The results of this study become important information for teachers to design learning by paying attention to the learning styles of students.

scholarly journals Visual learning style-based chemistry mental model representation through transformative online learning

2021 ◽  
Vol 2104 (1) ◽  
pp. 012023
Author(s):  
A Winarti ◽  
A Almubarak ◽  
P Saadi
Keyword(s):  
Learning Styles ◽  
Mental Models ◽  
Learning Style ◽  
Chemistry Education ◽  
Visual Learning ◽  
Education Students ◽  
Qualitative And Quantitative ◽  
Chemistry Learning ◽  
Kinaesthetic Learning ◽  
Learning Concept

Abstract Analysis of learning styles is one of the main things teachers need to do before carrying out teaching. The study of learning styles can provide an overview of how a teacher designs a learning concept by students’ learning styles. The learning process will show students’ mental models with their respective learning styles so that these mental models become the primary material for how teachers develop students’ cognitive. This research aimed to describe students’ mental models in terms of students’ visual learning styles. The method used is descriptive with qualitative and quantitative approaches with transformative-based learning concepts. The research results show that chemistry education students for chemistry learning innovation courses only have visual learning styles of 71.43% and audio by 28.55% and do not have kinaesthetic learning styles. This research focuses on visual learning styles to see students’ mental models. The conclusion is that students still need cognitive strengthening, especially the ability to interpret phenomena at the sub microscopic level. With the visual learning style, students are expected to transform their cognitive so that they have mental structures and models relevant in theory and terminology.

scholarly journals Experimentation with Realistic Mathematic Education Learning Approach to Problem Solving Skills on Social Arithmetic Material From Learning Style

2019 ◽  
Vol 2 (3) ◽  
pp. 31
Author(s):  
M Ade Irawan ◽  
Subki Subki ◽  
Kiki Riska Ayu Kurniawati
Keyword(s):  
Problem Solving ◽  
Learning Styles ◽  
Learning Style ◽  
Mathematical Problem ◽  
Visual Learning ◽  
Auditory Learning ◽  
Problem Solving Skills ◽  
Comparison Test ◽  
The Difference ◽  
Kinaesthetic Learning

The purpose of this research is to know the difference in problem-solving skills in social arithmetic material is reviewed from the learning style and which learning style has the best problem solving ability. The type of research used is the QUASI experiment. This study was conducted at MTS Putri NW Narmada 2018/2019 school year. The population in this study is all students of MTS Putri NW Narmada. Sampling techniques using Cluster Random Sampling, the sample used is Class VII F. Data collected with tests and tested with ANAVA one way. The results of the study stated that: Students with auditory, visual, and kinaesthetic learning styles have different mathematical problem solving skills. To further need a further test post Anava with Scheffe method. From the average comparison test results The average between the row and the column obtained the conclusion as follows: (1) in a double-comparison test between students with visual and auditory learning style of Ho received. Because Ho is accepted, students who have a visual and auditory learning style have the same problem solving skills. 2 In the double comparison test between students with auditory and kinaesthetic learning style is accepted by Ho. Since Ho is accepted, students with kinaesthetic and auditory learning styles have the same problem solving skills. 3 In the double comparison test between students with visual and kinaesthetic learning Styles Ho was rejected. Because Ho is rejected, there is a difference in problem solving skills between students with kinaesthetic learning style with students of visual learning style.

HUBUNGAN GAYA BELAJAR SISWA TERHADAP ASPEK PENGETAHUAN SISWA PADA MATA PELAJARAN SISTEM KOMPUTER DI SMK IT RAHMATAN KARIMAH BENGKULU TENGAH

2020 ◽  
Vol 1 (01) ◽  
pp. 13-20
Author(s):  
Dian Saputra
Keyword(s):  
Learning Styles ◽  
Computer System ◽  
Learning Style ◽  
Descriptive Analysis ◽  
Visual Learning ◽  
Auditory Learning ◽  
Analysis Techniques ◽  
Post Test ◽  
The Subject ◽  
The Relationship

This study aims to find out the relationship between learning style and students’ knowledge aspect on Computer System Subject at SMK IT Rahmatan Karimah of  Central Bengkulu, the type of research is quantitative and the subject of research is grade X in SMK IT Rahmatan Karimah of  Central Bengkulu. Data collection techniques using observation, Questionnaire and documentation. Data analysis techniques used were Descriptive Analysis, and inferential Statistical Analysis. The results of visual learning style post-test were 11 people with a mean of 76.36, an auditory learning style of 8 people at a mean of 62.14, a kinesthetic learning style of 3 people at a mean of 50.33, apart from that (r x y = 2.35) and the magnitude of r is reflected in the table (r table = 0.4132). Then rxy > r table ie = 2.35> 0.4132. In other words, Ho is rejected and Ha is accepted. It has a significant relationship between the learning styles of students and students’ knowledge aspect on Computer System Subject of grade X TKJ in SMK IT Rahmatan Karimah of  Central Bengkulu

A New Hardware Architecture for Fuzzy Logic System Acceleration

2016 ◽  
Vol 12 (2) ◽  
pp. 188-197
Author(s):  
A yahoo.com ◽  
Aumalhuda Gani Abood aumalhuda ◽  
A comp ◽  
Dr. Mohammed A. Jodha ◽  
Dr. Majid A. Alwan
Keyword(s):  
Fuzzy Logic ◽  
Fuzzy Logic System ◽  
Hardware Architecture ◽  
Logic System

The Effect of Instructional Approaches and Learning Styles on Students’ Achievement of Grammar

2014 ◽  
Vol 11 (1) ◽  
Author(s):  
Rista Damesari Saragih ◽  
Lince Sihombing ◽  
Eddi Setia
Keyword(s):  
Learning Styles ◽  
Learning Style ◽  
Significant Interaction ◽  
Visual Learning ◽  
Sampling Technique ◽  
Cluster Sampling ◽  
Instructional Approaches ◽  
Vocational High School ◽  
Instructional Approach ◽  
Auditory Learning

The objectives of this research are to investigate whether: (1) students’ achievement of grammar taught by applying inductive approach higher than taught by applying deductive approach, (2) achievement of grammar of visual learning style students higher than achievement of grammar of auditory learning style students, and (3) there is an interaction between instructional approaches and learning styles on the students’ achievement of grammar. The population was students of Grade X of Vocational High School 1 Beringin Deli Serdang. Based on Cluster Sampling technique, two classes were chosen, namely Grades X1 and X3. The data were analyzed using a two-way ANOVA with 2 × 2 factorial design. The result reveals that (1) Students` grammar achievement taught by using inductive instructional approach is higher than that taught by using deductive instructional Approach (81,20 > 72,10), (2) Students with visual learning style have higher achievement in grammar than students with auditory learning style (81,90 > 72) and (3) there is significant interaction between instructional approaches and learning styles on students` achievement of grammar (4.906 > 3.96). Thus, it can be concluded that the application of instructional approaches and learning styles can affect students` achievement in grammar.   Keywords: Grammar; Instructional Approach; Learning Styles

Penerapan Logika Samar dalam Peramalan Data Runtun Waktu

2011 ◽  
Vol 3 (2) ◽  
pp. 11-15
Author(s):  
Seng Hansun
Keyword(s):  
Time Series ◽  
Fuzzy Logic ◽  
Time Series Analysis ◽  
Fuzzy Sets ◽  
Fuzzy System ◽  
Time Series Data ◽  
Fuzzy Logic System ◽  
Series Data ◽  
Series Analysis ◽  
Logic System

Recently, there are so many soft computing methods been used in time series analysis. One of these methods is fuzzy logic system. In this paper, we will try to implement fuzzy logic system to predict a non-stationary time series data. The data we use here is Mackey-Glass chaotic time series. We also use MATLAB software to predict the time series data, which have been divided into four groups of input-output pairs. These groups then will be used as the input variables of the fuzzy logic system. There are two scenarios been used in this paper, first is by using seven fuzzy sets, and second is by using fifteen fuzzy sets. The result shows that the fuzzy system with fifteen fuzzy sets give a better forecasting result than the fuzzy system with seven fuzzy sets. Index Terms—forecasting, fuzzy logic, Mackey-Glass chaotic, MATLAB, time series analysis

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>

IMPROVING EIGENSPACE-BASED FUZZY LOGIC SYSTEM USING A LINEAR INTERPOLATION SCHEME FOR SPEECH PATTERN RECOGNITION

2013 ◽  
Vol 37 (3) ◽  
pp. 611-620
Author(s):  
Ing-Jr Ding ◽  
Chih-Ta Yen
Keyword(s):  
Pattern Recognition ◽  
Fuzzy Logic ◽  
Recognition Performance ◽  
Linear Interpolation ◽  
Fuzzy Logic System ◽  
Interpolation Scheme ◽  
Speech Pattern ◽  
Eigen Value ◽  
Target Speaker ◽  
Logic System

The Eigen-FLS approach using an eigenspace-based scheme for fast fuzzy logic system (FLS) establishments has been attempted successfully in speech pattern recognition. However, speech pattern recognition by Eigen-FLS will still encounter a dissatisfactory recognition performance when the collected data for eigen value calculations of the FLS eigenspace is scarce. To tackle this issue, this paper proposes two improved-versioned Eigen-FLS methods, incremental MLED Eigen-FLS and EigenMLLR-like Eigen-FLS, both of which use a linear interpolation scheme for properly adjusting the target speaker’s Eigen-FLS model derived from an FLS eigenspace. Developed incremental MLED Eigen-FLS and EigenMLLR-like Eigen-FLS are superior to conventional Eigen-FLS especially in the situation of insufficient data from the target speaker.

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