Mobile devices use in analyzing the engineering students attitude towards programming by using a fuzzy logic technique
The aim of this study is to use mobile devices in the determination of engineering students' attitudes towards programming by using a fuzzy logic technique. First of all, a mobile game that is played by engineering students is developed to make learning programming more enjoyable. After that, t...
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| Vydáno v: | Computer applications in engineering education Ročník 29; číslo 3; s. 538 - 549 |
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| Hlavní autoři: | , , |
| Médium: | Journal Article |
| Jazyk: | angličtina |
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Hoboken
Wiley Subscription Services, Inc
01.05.2021
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| Témata: | |
| ISSN: | 1061-3773, 1099-0542 |
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| Abstract | The aim of this study is to use mobile devices in the determination of engineering students' attitudes towards programming by using a fuzzy logic technique. First of all, a mobile game that is played by engineering students is developed to make learning programming more enjoyable. After that, the proposed fuzzy logic‐based attitude determination system which runs on mobile devices comes into play. Student answers and gives points between 1 and 5 to the survey questions which are presented by the developed mobile application. These points are first evaluated in the fuzzification step by using membership functions and then the fuzzied input is given to the rule base step. To get crisp output value, fuzzied output is defuzzified at the last step of the fuzzy logic‐based system. Hence the attitude of the student towards programming is inferenced. The developed system is carried out with 100 first‐grade students of the software engineering department. Frequency, mean, standard deviation, normality, t test, and analysis of variance (ANOVA) analyses are performed with the obtained data. Results show that the proposed fuzzy logic‐based system performs much better than the classical approach. As a result of Article Reliability Analysis of the Attitude Scale Towards Mobile Learning, the scale is found highly reliable. A significant difference is found in favor of fuzzy logic‐based attitude score among classical logic‐based attitude scores as a result of the paired‐samples t test. The results of t test and ANOVA tests according to gender, mother, and father education levels are found not statistically significant. |
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| AbstractList | The aim of this study is to use mobile devices in the determination of engineering students' attitudes towards programming by using a fuzzy logic technique. First of all, a mobile game that is played by engineering students is developed to make learning programming more enjoyable. After that, the proposed fuzzy logic‐based attitude determination system which runs on mobile devices comes into play. Student answers and gives points between 1 and 5 to the survey questions which are presented by the developed mobile application. These points are first evaluated in the fuzzification step by using membership functions and then the fuzzied input is given to the rule base step. To get crisp output value, fuzzied output is defuzzified at the last step of the fuzzy logic‐based system. Hence the attitude of the student towards programming is inferenced. The developed system is carried out with 100 first‐grade students of the software engineering department. Frequency, mean, standard deviation, normality,
t
test, and analysis of variance (ANOVA) analyses are performed with the obtained data. Results show that the proposed fuzzy logic‐based system performs much better than the classical approach. As a result of Article Reliability Analysis of the Attitude Scale Towards Mobile Learning, the scale is found highly reliable. A significant difference is found in favor of fuzzy logic‐based attitude score among classical logic‐based attitude scores as a result of the paired‐samples
t
test. The results of
t
test and ANOVA tests according to gender, mother, and father education levels are found not statistically significant. The aim of this study is to use mobile devices in the determination of engineering students' attitudes towards programming by using a fuzzy logic technique. First of all, a mobile game that is played by engineering students is developed to make learning programming more enjoyable. After that, the proposed fuzzy logic‐based attitude determination system which runs on mobile devices comes into play. Student answers and gives points between 1 and 5 to the survey questions which are presented by the developed mobile application. These points are first evaluated in the fuzzification step by using membership functions and then the fuzzied input is given to the rule base step. To get crisp output value, fuzzied output is defuzzified at the last step of the fuzzy logic‐based system. Hence the attitude of the student towards programming is inferenced. The developed system is carried out with 100 first‐grade students of the software engineering department. Frequency, mean, standard deviation, normality, t test, and analysis of variance (ANOVA) analyses are performed with the obtained data. Results show that the proposed fuzzy logic‐based system performs much better than the classical approach. As a result of Article Reliability Analysis of the Attitude Scale Towards Mobile Learning, the scale is found highly reliable. A significant difference is found in favor of fuzzy logic‐based attitude score among classical logic‐based attitude scores as a result of the paired‐samples t test. The results of t test and ANOVA tests according to gender, mother, and father education levels are found not statistically significant. The aim of this study is to use mobile devices in the determination of engineering students' attitudes towards programming by using a fuzzy logic technique. First of all, a mobile game that is played by engineering students is developed to make learning programming more enjoyable. After that, the proposed fuzzy logic‐based attitude determination system which runs on mobile devices comes into play. Student answers and gives points between 1 and 5 to the survey questions which are presented by the developed mobile application. These points are first evaluated in the fuzzification step by using membership functions and then the fuzzied input is given to the rule base step. To get crisp output value, fuzzied output is defuzzified at the last step of the fuzzy logic‐based system. Hence the attitude of the student towards programming is inferenced. The developed system is carried out with 100 first‐grade students of the software engineering department. Frequency, mean, standard deviation, normality, t test, and analysis of variance (ANOVA) analyses are performed with the obtained data. Results show that the proposed fuzzy logic‐based system performs much better than the classical approach. As a result of Article Reliability Analysis of the Attitude Scale Towards Mobile Learning, the scale is found highly reliable. A significant difference is found in favor of fuzzy logic‐based attitude score among classical logic‐based attitude scores as a result of the paired‐samples t test. The results of t test and ANOVA tests according to gender, mother, and father education levels are found not statistically significant. |
| Author | Ozdemir, Ali Senel, Berat Can Balbal, Kadriye Filiz |
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| Cites_doi | 10.18354/esam.81730 10.3390/educsci3020208 10.1007/978-3-319-73848-2_60 10.4324/9780203029053 10.1016/S0019-9958(65)90241-X 10.20860/ijoses.294783 10.1016/j.fss.2015.05.009 |
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| References_xml | – year: 2018 article-title: A multifocal and integrative view of the influencers of ethical attitudes using qualitative configurational analysis publication-title: J. Bus. Ethics – year: 2002 – year: 2007 – volume: 8 start-page: 338 issue: 3 year: 1965 end-page: 353 article-title: Fuzzy sets publication-title: Inf. Control – volume: 6 start-page: 59 issue: 1 year: 2016 end-page: 79 article-title: Mobil öğrenmeye yönelik tutum ölçeği geliştirme çalışması,” publication-title: Kuram ve Uygul – volume: 0 issue: 19 year: 2008 article-title: Bulanık Mantık ve Bulanık Teknolojiler publication-title: Araştırma Ankara Üniversitesi Dil ve Tarih‐Coğrafya Fakültesi Felsefe Bölümü Dergisi – volume: 4 start-page: 71 issue: 1 year: 2015 article-title: Bulanık Analitik Hiyerarşi Süreci İle Başarılı Öğrenci Seçimi: Ege Üniversitesi İktisadi Ve İdari Bilimler Fakültesi Örneği publication-title: Ege Strat. Araştırmalar Derg – start-page: 653 year: 2018 end-page: 662 – volume: 3 start-page: 208 issue: 2 year: 2013 end-page: 221 article-title: Fuzzy logic as a tool for assessing students’ knowledge and skills publication-title: Educ. Sci – volume: 281 start-page: 4 year: 2015 end-page: 20 article-title: Fuzzy logic—A personal perspective publication-title: Fuzzy Sets Syst – year: 2019 – volume: 4 start-page: 28 issue: 7 year: 2017 article-title: Bulanık Mantık Yaklaşımının Eğitim Çalışmalarında Kullanılmasının Alan Yazın Işığında Değerlendirilmesi publication-title: Uluslararası Sos. ve Eğitim Bilim. Derg – year: 2012 – ident: e_1_2_8_10_1 – ident: e_1_2_8_5_1 doi: 10.18354/esam.81730 – volume: 6 start-page: 59 issue: 1 year: 2016 ident: e_1_2_8_7_1 article-title: Mobil öğrenmeye yönelik tutum ölçeği geliştirme çalışması,” Eğitim Teknol publication-title: Kuram ve Uygul – volume: 0 issue: 19 year: 2008 ident: e_1_2_8_8_1 article-title: Bulanık Mantık ve Bulanık Teknolojiler publication-title: Araştırma Ankara Üniversitesi Dil ve Tarih‐Coğrafya Fakültesi Felsefe Bölümü Dergisi – volume-title: Sosyal bilimler için veri analizi el kitabı: İstatistik, araştırma deseni SPSS uygulamaları ve yorum year: 2012 ident: e_1_2_8_3_1 – volume-title: An Aid to Decision Making year: 2002 ident: e_1_2_8_11_1 – ident: e_1_2_8_12_1 doi: 10.3390/educsci3020208 – ident: e_1_2_8_9_1 doi: 10.1007/978-3-319-73848-2_60 – ident: e_1_2_8_6_1 doi: 10.4324/9780203029053 – ident: e_1_2_8_13_1 doi: 10.1016/S0019-9958(65)90241-X – year: 2018 ident: e_1_2_8_4_1 article-title: A multifocal and integrative view of the influencers of ethical attitudes using qualitative configurational analysis publication-title: J. Bus. Ethics – ident: e_1_2_8_2_1 doi: 10.20860/ijoses.294783 – ident: e_1_2_8_14_1 doi: 10.1016/j.fss.2015.05.009 |
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| SubjectTerms | Applications programs attitude determination Attitudes Electronic devices Engineering Engineering education Fuzzy logic Learning Mobile computing mobile devices mobile learning Programming Reliability analysis Software engineering Statistical methods Students Variance analysis |
| Title | Mobile devices use in analyzing the engineering students attitude towards programming by using a fuzzy logic technique |
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