心理科学进展
心理科學進展
심이과학진전
Advances In Psychological Science
2014年
3期
540~548
,共null页
王霞 谭国华 王旭 张敏强 骆聪
王霞 譚國華 王旭 張敏彊 駱聰
왕하 담국화 왕욱 장민강 락총
项目反应理论(IRT) 潜在类别分析(LCA) 混合IRT 潜在结构
項目反應理論(IRT) 潛在類彆分析(LCA) 混閤IRT 潛在結構
항목반응이론(IRT) 잠재유별분석(LCA) 혼합IRT 잠재결구
item response theory (IRT); latent class analysis (LCA); Mixture 1RT; latent structure
项目反应理论是测量被试潜在特质的现代测量理论,潜在类别分析是基于模型的潜在特质分类技术。混合项目反应理论将项目反应理论与潜在类别分析相结合,能够同时对被试分类并量化其潜在特质。在阐述混合项目反应理论概念、原理的基础上,介绍了MRM、mNRM和mPCM等几种常见混合模型及其参数估计方法,并从心理与行为特征分类、项目功能差异检测、测验效度评价等方面评述了其在心理测验中的应用发展轨迹。
項目反應理論是測量被試潛在特質的現代測量理論,潛在類彆分析是基于模型的潛在特質分類技術。混閤項目反應理論將項目反應理論與潛在類彆分析相結閤,能夠同時對被試分類併量化其潛在特質。在闡述混閤項目反應理論概唸、原理的基礎上,介紹瞭MRM、mNRM和mPCM等幾種常見混閤模型及其參數估計方法,併從心理與行為特徵分類、項目功能差異檢測、測驗效度評價等方麵評述瞭其在心理測驗中的應用髮展軌跡。
항목반응이론시측량피시잠재특질적현대측량이론,잠재유별분석시기우모형적잠재특질분류기술。혼합항목반응이론장항목반응이론여잠재유별분석상결합,능구동시대피시분류병양화기잠재특질。재천술혼합항목반응이론개념、원리적기출상,개소료MRM、mNRM화mPCM등궤충상견혼합모형급기삼수고계방법,병종심리여행위특정분류、항목공능차이검측、측험효도평개등방면평술료기재심리측험중적응용발전궤적。
Item response theory (IRT) is a modern measurement theory for accurately estimating individuals' ability, and latent class analysis (LCA) is a statistical technique used to identify subtypes of individuals, which is based on statistic models. Mixture item response theory (Mixture IRT)[0] combining LCA and IRT is able to classify the subjects as well as quantifying their traits. The concept and principle of Mixture IRT is elaborated in this paper. Besides, several common mixed models are introduced here, such as the mixed Rasch model (MRM), a mixture version of the nominal response model (mNRM) and a mixture version of the partial credit model (mPCM). Furthermore, different parameter estimation methods are described and the application traces in psychological test of Mixture IRT is evaluated from the perspectives of classifying psychological or behavioral traits, detecting differential item functioning and estimating test validity.