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Buyukatak, Emrah; Anil, Duygu – International Journal of Assessment Tools in Education, 2022
The purpose of this research was to determine classification accuracy of the factors affecting the success of students' reading skills based on PISA 2018 data by using Artificial Neural Networks, Decision Trees, K-Nearest Neighbor, and Naive Bayes data mining classification methods and to examine the general characteristics of success groups. In…
Descriptors: Classification, Accuracy, Reading Tests, Achievement Tests
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Solomon, Benjamin G.; Forsberg, Ole J.; Thomas, Monelle; Penna, Brittney; Weisheit, Katherine M. – Assessment for Effective Intervention, 2022
Bayesian regression has emerged as a viable alternative for the estimation of curriculum-based measurement (CBM) growth slopes. Preliminary findings suggest such methods may yield improved efficiency relative to other linear estimators and can be embedded into data management programs for high-frequency use. However, additional research is needed,…
Descriptors: Oral Reading, Reading Fluency, Bayesian Statistics, Accuracy
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Chen, Jianshen; Kaplan, David – Journal of Research on Educational Effectiveness, 2015
Bayesian alternatives to frequentist propensity score approaches have recently been proposed. However, few studies have investigated their covariate balancing properties. This article compares a recently developed two-step Bayesian propensity score approach to the frequentist approach with respect to covariate balance. The effects of different…
Descriptors: Observation, Bayesian Statistics, Case Studies, Simulation