DocumentCode :
1730455
Title :
Work in Progress: Practical Computerized Adaptive Assessment based on Bayesian decision theory
Author :
Marinagi, Catherine C. ; Kaburlasos, Vassilis G.
Author_Institution :
Dept. of Ind. Informatics, Technol. Educ. Instn. of Kavala
fYear :
2006
Firstpage :
23
Lastpage :
24
Abstract :
This work reports on the development of a novel software tool, namely Module for Adaptive Assessment of Students or MAAS for short, for adaptive multi-user Web-based assessment. The framework of Bayesian decision theory has been used for sequential mastery testing to classify students as masters or non-masters based on their responses to adaptively selected test items. MAAS applies a naive Bayesian decision model to adaptive testing, assuming many levels of student performance and taking into account not only right/wrong, but also blank answers. MAAS is embedded in a software platform, namely Platform for Adaptive and Reliable Evaluation of Students or PARES. MAAS is currently in a pilot use both for formative assessment and self-assessment. A preliminary experiment of using MAAS under real world conditions is described
Keywords :
Bayes methods; Internet; computer aided instruction; decision theory; educational administrative data processing; groupware; Bayesian decision theory; Module for Adaptive Assessment of Students; Platform for Adaptive and Reliable Evaluation of Students; adaptive multiuser Web-based assessment; computerized adaptive assessment; formative assessment; naive Bayes; sequential mastery testing; software tool; student classification; student performance; Bayesian methods; Computer industry; Decision theory; Embedded software; Informatics; Sequential analysis; Shipbuilding industry; Software tools; State estimation; Testing; Bayesian decision theory; Computerized adaptive assessment;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Frontiers in Education Conference, 36th Annual
Conference_Location :
San Diego, CA
ISSN :
0190-5848
Print_ISBN :
1-4244-0256-5
Electronic_ISBN :
0190-5848
Type :
conf
DOI :
10.1109/FIE.2006.322681
Filename :
4117167
Link To Document :
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