National Taiwan University, Taipei, Taiwan.
University of Taipei, Taipei, Taiwan.
Psychometrika. 2020 Mar;85(1):56-74. doi: 10.1007/s11336-019-09689-y. Epub 2019 Nov 1.
In this study, a new item response theory model is developed to account for situations in which respondents overreport or underreport their actual opinions on a positive or negative issue. Such behavior is supposed to be a result of deception and transfer mechanisms. In the proposed model, this behavior is simulated by incorporating a deception term into a multidimensional rating scale model, followed by multiplication by a transfer term, with the two operations performed by an indicator function and a transition matrix separately. The proposed model is presented in a Bayesian framework approximated by Markov chain Monte Carlo algorithms. Through a series of simulations, the parameters of the proposed model are recovered accurately. The methodology is also implemented within an online experimental study to demonstrate the methodology's application.
在这项研究中,开发了一种新的项目反应理论模型,以解释受访者在积极或消极问题上过度报告或低估其实际意见的情况。这种行为被认为是欺骗和转移机制的结果。在提出的模型中,通过将欺骗项合并到多维评分量表模型中,并通过指示函数和转移矩阵分别对这两个操作进行乘法运算,模拟了这种行为。该模型以马尔可夫链蒙特卡罗算法近似的贝叶斯框架呈现。通过一系列模拟,准确地恢复了所提出模型的参数。该方法也在在线实验研究中实施,以展示该方法的应用。