Title :
The Design and Realization of CAT with Cognitive Diagnosis based on Formal Concept Analysis
Author :
Yang, Shuqun ; Ding, Shuliang ; Zhu, Xiaodong ; Ding, Qiulin
Author_Institution :
Fujian Normal Univ., Nanjing
Abstract :
In this paper, combined with Tatsuoka ´s Rule Space Model and the Attribute hierarchy Method (AHM), Formal Concept Analysis (FCA) is firstly applied into Computerized Adaptive Testing (CAT). Based on FCA, an initiatory and systemic CAT with cognitive diagnosis (CD) is designed, which diagnoses examinees real time. The result of Monte Carlo study shows that examinees ´ knowledge states are well diagnosed and the precision in examinees ´ abilities estimation is satisfied.
Keywords :
Monte Carlo methods; cognition; data analysis; educational administrative data processing; knowledge acquisition; psychology; Monte Carlo study; Tatsuoka rule space model; attribute hierarchy method; cognitive diagnosis; computerized adaptive testing; formal concept analysis; Educational institutions; Electronic mail; Government; Information analysis; Information science; Psychology; Real time systems; Space technology; State estimation; Testing;
Conference_Titel :
Natural Computation, 2007. ICNC 2007. Third International Conference on
Conference_Location :
Haikou
Print_ISBN :
978-0-7695-2875-5
DOI :
10.1109/ICNC.2007.717