Scholarworks (University of Massachusetts Amherst) · 2020 · 18 citations · 4 references
ComputingComputer ScienceMachine LearningProbability TheoryStatisticsClassificationInferential StatisticsLatent Trait ModelingLatent Variable ModelingLatent Variable ModelsPattern RecognitionClassification AccuracyClassification Accuracy AnalysisClassification Accuracy AssessmentLatent LearningProbabilistic Classification
Rudner (2001, 2005) proposed a method for evaluating classification accuracy in tests based on item response theory (IRT). In this paper, a latent distribution method is developed. For comparison, both methods are applied to a set of real data from a state test. While the latent distribution method relaxes several of the assumptions needed to apply Rudner's method, both approaches yield extremely comparable results. A simplified approach for applying Rudner's method and a short SPSS routine are presented. Accessed 13,137 times on https://pareonline.net from October 17, 2006 to December 31, 2019. For downloads from January 1, 2020 forward, please click on the PlumX Metrics link to the right.
4
Estimating Latent Distributions
Robert J. Mislevy · Psychometrika · 1984 · 338 citations
Expected Classification Accuracy
Lawrence M. Rudner · 2020 · 57 citations · Full text
Education, Educational Assessment, Educational Measurement +13