Dimitrov Dimiter M, Smith Richard M
College of Education and Human Development, George Mason University, 4400 University Drive, MS 4B3, Fairfax, VA 22030-4444, USA.
J Appl Meas. 2006;7(2):170-83.
Two frequently used parametric statistics of person-fit with the dichotomous Rasch model (RM) are adjusted and compared to each other and to their original counterparts in terms of power to detect aberrant response patterns in short tests (10, 20, and 30 items). Specifically, the cube root transformation of the mean square for the unweighted person-fit statistic, t, and the standardized likelihood-based person-fit statistic Z3 were adjusted by estimating the probability for correct item response through the use of symmetric functions in the dichotomous Rasch model. The results for simulated unidimensional Rasch data indicate that t and Z3 are consistently, yet not greatly, outperformed by their adjusted counterparts, denoted t* and Z3*, respectively. The four parametric statistics, t, Z3, t*, and Z3*, were also compared to a non-parametric statistic, HT, identified in recent research as outperforming numerous parametric and non-parametric person-fit statistics. The results show that HT substantially outperforms t, Z3, t*, and Z3* in detecting aberrant response patterns for 20-item and 30-item tests, but not for very short tests of 10 items. The detection power of t, Z3, t*, and Z3*, and HT at two specific levels of Type I error, .10 and .05 (i.e., up to 10% and 5% false alarm rate, respectively), is also reported.
对用于二分Rasch模型(RM)的两种常用的个体拟合参数统计量进行了调整,并将它们相互比较,同时与它们的原始形式在检测短测试(10、20和30个项目)中异常反应模式的功效方面进行了比较。具体而言,通过在二分Rasch模型中使用对称函数估计项目正确反应的概率,对未加权个体拟合统计量t的均方的立方根变换以及基于标准化似然的个体拟合统计量Z3进行了调整。模拟一维Rasch数据的结果表明,t和Z3分别始终如一地但并非显著地被其调整后的对应形式t和Z3超越。这四个参数统计量t、Z3、t和Z3还与一种非参数统计量HT进行了比较,HT在最近的研究中被确定为优于许多参数和非参数个体拟合统计量。结果表明,在检测20个项目和30个项目测试的异常反应模式时,HT显著优于t、Z3、t和Z3,但在10个项目的非常短的测试中并非如此。还报告了t、Z3、t和Z3以及HT在两种特定的I型错误水平(即分别高达10%和5%的误报率)下的检测功效。