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Item Selection and Ability Estimation Procedures for a Mixed-Format Adaptive Test

机译:混合格式自适应测验的项目选择和能力估计程序

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In this study we compared five item selection procedures using three ability estimation methods in the context of a mixed-format adaptive test based on the generalized partial credit model. The item selection procedures used were maximum posterior weighted information, maximum expected information, maximum posterior weighted Kullback-Leibler information, and maximum expected posterior weighted Kullback-Leibler information procedures. The ability estimation methods investigated were maximum likelihood estimation (MLE), weighted likelihood estimation (WLE), and expected a posteriori (EAP). Results suggested that all item selection procedures, regardless of the information functions on which they were based, performed equally well across ability estimation methods. The principal conclusions drawn about the ability estimation methods are that MLE is a practical choice and WLE should be considered when there is a mismatch between pool information and the population ability distribution. EAP can serve as a viable alternative when an appropriate prior ability distribution is specified. Several implications of the findings for applied measurement are discussed.View full textDownload full textRelated var addthis_config = { ui_cobrand: "Taylor & Francis Online", services_compact: "citeulike,netvibes,twitter,technorati,delicious,linkedin,facebook,stumbleupon,digg,google,more", pubid: "ra-4dff56cd6bb1830b" }; Add to shortlist Link Permalink http://dx.doi.org/10.1080/08957347.2012.714686
机译:在这项研究中,我们在基于广义部分学分模型的混合格式自适应测试的背景下,使用三种能力估计方法比较了五种项目选择程序。使用的项目选择过程是最大后验加权信息,最大期望信息,最大后验加权Kullback-Leibler信息和最大期望后验加权Kullback-Leibler信息过程。研究的能力估计方法是最大似然估计(MLE),加权似然估计(WLE)和预期后验(EAP)。结果表明,所有项目选择程序,无论它们基于的信息功能如何,在各种能力估计方法中均表现良好。关于能力估计方法得出的主要结论是,MLE是一种实际选择,并且当池信息与人口能力分布不匹配时应考虑WLE。如果指定了适当的先验能力分配,则EAP可以作为可行的替代方案。讨论了研究结果对应用测量的几个含义。 google,more“,发布号:” ra-4dff56cd6bb1830b“};添加到候选列表链接永久链接http://dx.doi.org/10.1080/08957347.2012.714686

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