The effect of recommendation systems on Internet-based learning for different learners: A data mining analysis

NCUIR > College of Electrical Engineering & Computer Science > Department of Computer Science and information Engineering > journal & Dissertation > Item 987654321/107386

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Title:	The effect of recommendation systems on Internet-based learning for different learners: A data mining analysis
Authors:	劉晨鐘;Liu, Chen‐Chung;Chang, Chia‐Jung;Tseng, Jui‐Min
Contributors:	資訊電機學院資訊工程學系
Date:	2013-09-01
Issue Date:	2026-04-23 14:11:03 (UTC+8)
Abstract:	摘要： A general challenge facing Internet‐based learners is how to identify information objects which are helpful in expanding their understanding of important information in a domain. Recommendation systems may assist learners in identifying potentially helpful information objects. However, the recent literature mainly focuses on the technical performance, rather than on how recommendations support searching in educational contexts. This study thus investigates how recommendation systems may influence the searching behaviors and strategies of different learners, when they are used with a mind map. The results suggested two main different searching behavioral patterns, namely focused searchers and broad searchers. It is found that the recommendations may influence the searching behaviors of the two types of searchers in different ways. For the focused searchers, the recommendations may support these searchers to expand their keywords to explore the domain. Regarding the broad searchers, they did not rely on the computer recommendations. However, the mind map interface applied along with the recommendations may support them in monitoring their searching processes. O nline I nformation S earching S trategies I nventory ( OISSI ) was applied to examine the participants' perceptions of how students applied information searching strategies. The results of OISSI support that both types of searchers perceived a higher level of searching strategies when they search with the recommendation system and mind maps. 出版日期： 2013-09 出處： British journal of educational technology, 2013-09, Vol.44 (5), p.758-773 資源來源： EBSCOhost OmniFile Full Text Select 識別號： ISSN: 0007-1013 識別號： EISSN: 1467-8535 識別號： DOI: 10.1111/j.1467-8535.2012.01376.x
Appears in Collections:	[Department of Computer Science and information Engineering] journal & Dissertation

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