Title :
Exploring the relationships between students´ learning styles and social media use in educational settings
Author :
Leon, Florin ; Popescu, Elvira
Author_Institution :
Dept. of Comput. Sci. & Eng., Tech. Univ. Gheorghe Asachi of Iasi, Iasi, Romania
Abstract :
With the growing popularity of Web 2.0 tools in educational settings, it becomes important to investigate the influence of students´ learning styles on the adoption and use of these emerging tools. Currently, there are only few studies addressing this issue and most of them are based on student self-reported data, e.g., preference, acceptance or attitude toward social media tools, captured by means of questionnaires. This paper explores the relationships between actual students´ use of the Web 2.0 tools and their learning styles classified according to Felder-Silverman model. The context of the study is an undergraduate course on Web Applications´ Design, with 45 enrolled students. Several machine learning algorithms for classification, association rule induction and feature selection are applied. Results show that learning styles have a limited influence on the students´ level of interaction with each of the four Web 2.0 tools considered.
Keywords :
Internet; computer aided instruction; data mining; learning (artificial intelligence); pattern classification; Felder-Silverman model; Web 2.0 tools; Web application design; association rule induction; classification; educational settings; feature selection; learning styles; machine learning algorithms; social media use; student self-reported data; undergraduate course; Blogs; Electronic publishing; Information services; Media; Twitter; Web 2.0; learning styles; machine learning algorithms; social media;
Conference_Titel :
System Theory, Control and Computing (ICSTCC), 2013 17th International Conference
Conference_Location :
Sinaia
Print_ISBN :
978-1-4799-2227-7
DOI :
10.1109/ICSTCC.2013.6689035