Monte Carlo studies in item response theory

被引:122
作者
Harwell, M
Stone, CA
Hsu, TC
Kirisci, L
机构
[1] University of Pittsburgh, Pittsburgh, PA 15260
关键词
analysis of variance; experimental design; item response theory; Monte Carlo techniques; multiple regression;
D O I
10.1177/014662169602000201
中图分类号
O1 [数学]; C [社会科学总论];
学科分类号
03 ; 0303 ; 0701 ; 070101 ;
摘要
Monte carlo studies are being used in item response theory (IRT) to provide information about how validly these methods can be applied to realistic datasets (e.g., small numbers of examinees and multidimensional data). This paper describes the conditions under which monte carlo studies are appropriate in IRT-based research, the kinds of problems these techniques have been applied to, available computer programs for generating item responses and estimating item and examinee parameters, and the importance of conceptualizing these studies as statistical sampling experiments that should be subject to the same principles of experimental design and data analysis that pertain to empirical studies. The number of replications that should be used in these studies is also addressed.
引用
收藏
页码:101 / 125
页数:25
相关论文
共 97 条
[2]  
ANKEMANN RD, 1991, ANN M NAT COUNC MEAS
[3]  
[Anonymous], 1979, Monte Carlo Methods, DOI DOI 10.1007/978-94-009-5819-7
[4]  
[Anonymous], 1989, SIMULATION METHODOLO
[5]   AN EXAMINATION OF THE CHARACTERISTICS OF UNIDIMENSIONAL IRT PARAMETER ESTIMATES DERIVED FROM TWO-DIMENSIONAL DATA [J].
ANSLEY, TN ;
FORSYTH, RA .
APPLIED PSYCHOLOGICAL MEASUREMENT, 1985, 9 (01) :37-48
[6]  
*ASS SYST CORP, 1995, XCALIBRE MARG MAX LI
[7]  
*ASS SYST CORP, 1988, ASCAL 2 3 PAR IRT CA
[8]  
Babbie E., 1989, The practice of social research
[9]  
Baker F. B., 1992, ITEM RESPONSE THEORY, DOI Marcel Dekker
[10]   A COMPARISON OF 2 PROCEDURES FOR COMPUTING IRT EQUATING COEFFICIENTS [J].
BAKER, FB ;
ALKARNI, A .
JOURNAL OF EDUCATIONAL MEASUREMENT, 1991, 28 (02) :147-162