International Journal of Uncertainty Fuzziness and Knowledge-Based Systems · 2004 · 59 citations · 19 references
EducationEducational AssessmentEducational MeasurementBayesian Data AnalysisDiagnostic AssessmentTest ConstructionAdaptive Diagnostic TestingBayesian ComputationBayesian Experimental DesignBayesian InferenceBayesian ModelingBayesian StatisticsAdaptive Bayesian InferenceAdaptive Skills TestingBayesian DiagnosisBayesian Network AnalysisBayesian Network DiagnosisBayesian NetworksTest DesignTest Statistics
In this paper we discuss applications of Bayesian networks to educational testing. Namely, we deal with the diagnosis of person's skills. We show that when modeling dependence between skills we can get better diagnosis faster. We present results of experiments with basic operations that use fractions. The experiments suggest that the test design can benefit from a Bayesian network that models relations between skills, not only in the case of an adaptive test but also when designing a fixed (non-adaptive) test.
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A Study of Cross-Validation and Bootstrap for Accuracy Estimation and Model Selection
Ron Kohavi · 1995 · 10.7K citations · Full text
Nir Friedman, Dan Geiger, Moisés Goldszmidt · Machine Learning · 1997 · 4.7K citations · Full text