A generalized dimensionality discrepancy measure for dimensionality assessment in multidimensional item response theory |
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Authors: | Roy Levy Dubravka Svetina |
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Affiliation: | Arizona State University, Tempe, Arizona, USA |
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Abstract: | A generalized dimensionality discrepancy measure is introduced to facilitate a critique of dimensionality assumptions in multidimensional item response models. Connections between dimensionality and local independence motivate the development of the discrepancy measure from a conditional covariance theory perspective. A simulation study and a real‐data analysis demonstrate the utility of the discrepancy measure's application at multiple levels of analysis in a posterior predictive model checking framework. |
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