A Note on Comparing Examinee Classification Methods for Cognitive Diagnosis Models

被引:42
作者
Huebner, Alan [1 ]
Wang, Chun [2 ]
机构
[1] ACT, Iowa City, IA USA
[2] Univ Illinois, Champaign, IL USA
关键词
classification; cognitive diagnosis; latent class model; PARAMETER-ESTIMATION; DINA MODEL;
D O I
10.1177/0013164410388832
中图分类号
G44 [教育心理学];
学科分类号
0402 ; 040202 ;
摘要
Cognitive diagnosis models have received much attention in the recent psychometric literature because of their potential to provide examinees with information regarding multiple fine-grained discretely defined skills, or attributes. This article discusses the issue of methods of examinee classification for cognitive diagnosis models, which are special cases of restricted latent class models. Specifically, the maximum likelihood estimation and maximum a posteriori classification methods are compared with the expected a posteriori method. A simulation study using the Deterministic Input, Noisy-And model is used to assess the classification accuracy of the methods using various criteria.
引用
收藏
页码:407 / 419
页数:13
相关论文
共 20 条
[1]  
[Anonymous], 2010, R LANG ENV STAT COMP
[2]  
[Anonymous], 2005, RR0516 ETS
[3]  
[Anonymous], 2000, ITEM RESPONSE THEORY
[4]   When Cognitive Diagnosis Meets Computerized Adaptive Testing: CD-CAT [J].
Cheng, Ying .
PSYCHOMETRIKA, 2009, 74 (04) :619-632
[5]   A COEFFICIENT OF AGREEMENT FOR NOMINAL SCALES [J].
COHEN, J .
EDUCATIONAL AND PSYCHOLOGICAL MEASUREMENT, 1960, 20 (01) :37-46
[6]   Higher-order latent trait models for cognitive diagnosis [J].
De la Torre, J ;
Douglas, JA .
PSYCHOMETRIKA, 2004, 69 (03) :333-353
[7]  
de la Torre J., 2008, PSYCHOMETRIKA, V73, P595, DOI DOI 10.1007/S11336-008-9063-2
[8]   Factors Affecting the Item Parameter Estimation and Classification Accuracy of the DINA Model [J].
de la Torre, Jimmy ;
Hong, Yuan ;
Deng, Weiling .
JOURNAL OF EDUCATIONAL MEASUREMENT, 2010, 47 (02) :227-249
[9]   DINA Model and Parameter Estimation: A Didactic [J].
de la Torre, Jimmy .
JOURNAL OF EDUCATIONAL AND BEHAVIORAL STATISTICS, 2009, 34 (01) :115-130
[10]  
DiBello LV, 2007, HANDB STAT, V26, P979, DOI 10.1016/S0169-7161(06)26031-0