Development of an interactive game-based learning environment to teach data mining

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dc.contributor.authorCengiz M.
dc.contributor.authorBirant K.U.
dc.contributor.authorYildirim P.
dc.contributor.authorBirant D.
dc.date.accessioned2024-07-22T08:11:13Z
dc.date.available2024-07-22T08:11:13Z
dc.date.issued2017
dc.description.abstractGame-based learning has become a popular topic in all levels of education. A number of computer games have been developed to teach different subjects such as mathematics, English language, medicine, and music. This paper presents the first study that proposes the development of edutainment games to teach data mining techniques with the scope of gamebased learning. The aim ofthis study is to provide an environment that is both fun and enables the achievementof learning goals in data mining training in computer engineering. An escape game called Mine4Escape, which consists of different rooms to teach different data mining techniques (classification and association rule mining), has been developed for individuals at the undergraduate and post-graduate levels. The advantages of the proposed approach are discussed in comparison with traditional data mining training. In addition, this paper describes a dynamic scoring system designed for game-based learning. Finally, an experimental study was carried out to evaluate the performance of our learning environment by analyzing feedback received from a test group consisting of 39 undergraduate and graduate students in computer engineering. Thefindings from thequestionnaire show that it is possible to enhance knowledge acquisition about data mining via the game-based approach. However, the degree of learning interest and information acceptance changes according to students' age, gender, educational level, and game habits. © 2017 TEMPUS Publications.
dc.identifier.issn0949149X
dc.identifier.urihttp://akademikarsiv.cbu.edu.tr:4000/handle/123456789/15571
dc.language.isoEnglish
dc.publisherTempus Publications
dc.subjectComputer aided instruction
dc.subjectComputer games
dc.subjectEducation
dc.subjectMedicine
dc.subjectStudents
dc.subjectComputer engineering
dc.subjectEducational levels
dc.subjectGame-based approaches
dc.subjectGame-based Learning
dc.subjectGraduate students
dc.subjectInteractive games
dc.subjectLearning environments
dc.subjectPost-graduate levels
dc.subjectData mining
dc.titleDevelopment of an interactive game-based learning environment to teach data mining
dc.typeConference paper

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