政大機構典藏-National Chengchi University Institutional Repository(NCCUR):Item 140.119/76796

English | 正體中文 | 简体中文 | Post-Print筆數 : 27 | Items with full text/Total items : 113648/144635 (79%)
Visitors : 51569627 Online Users : 909

RC Version 6.0 © Powered By DSPACE, MIT. Enhanced by NTU Library IR team.

Home ‧ Login ‧ Upload ‧ Help ‧ About ‧ Administer

政大機構典藏 > 資訊學院 > 資訊科學系 > 專書/專書篇章 > Item 140.119/76796

Please use this identifier to cite or link to this item: https://nccur.lib.nccu.edu.tw/handle/140.119/76796

Title:	Using Bayesian Networks for Student Modeling
Authors:	Liu, Chao Lin 劉昭麟
Contributors:	資科系
Date:	2006-01
Issue Date:	2015-07-21 16:43:11 (UTC+8)
Abstract:	This chapter purveys an account of Bayesian networks-related technologies for modeling students in intelligent tutoring systems. Uncertainty exists ubiquitously when we infer students` internal status, for example, learning needs and emotion, from their external behavior, for example, responses to test items and explorative actions. Bayesian networks offer a mathematically sound mechanism for representing and reasoning about students under uncertainty. This chapter consists of five sections, and commences with a brief overview of intelligent tutoring systems, emphasizing the needs for uncertain reasoning. A succinct survey of Bayesian networks for student modeling is provided in Bayesian Networks, and we go through an example of applying Bayesian networks and mutual information to item selection in computerized adaptive testing in Applications to Student Models. We then touch upon influence diagrams and dynamic Bayesian networks for educational applications in More Graphical Models, and wrap up the chapter with an outlook and discussion for this research direction. © 2006, Idea Group Inc.
Relation:	Cognitively Informed Systems: Utilizing Practical Approaches to Enrich Information Presentation and Transfer, 283-310
Data Type:	book/chapter
DOI 連結:	http://dx.doi.org/10.4018/978-1-59140-842-0.ch013
DOI:	10.4018/978-1-59140-842-0.ch013
Appears in Collections:	[資訊科學系] 專書/專書篇章

Files in This Item:

File	Description	Size	Format
index.html		0Kb	HTML2	1206	View/Open

社群 sharing

著作權政策宣告 Copyright Announcement

1.本網站之數位內容為國立政治大學所收錄之機構典藏，無償提供學術研究與公眾教育等公益性使用，惟仍請適度，合理使用本網站之內容，以尊重著作權人之權益。商業上之利用，則請先取得著作權人之授權。
The digital content of this website is part of National Chengchi University Institutional Repository. It provides free access to academic research and public education for non-commercial use. Please utilize it in a proper and reasonable manner and respect the rights of copyright owners. For commercial use, please obtain authorization from the copyright owner in advance.

2.本網站之製作，已盡力防止侵害著作權人之權益，如仍發現本網站之數位內容有侵害著作權人權益情事者，請權利人通知本網站維護人員(nccur@nccu.edu.tw)，維護人員將立即採取移除該數位著作等補救措施。
NCCU Institutional Repository is made to protect the interests of copyright owners. If you believe that any material on the website infringes copyright, please contact our staff(nccur@nccu.edu.tw). We will remove the work from the repository and investigate your claim.

Loading...