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Theory and Definition

Replicating predictive models in scale for research on MOOC

A program of reproducibility research in the domain of learning analytics with a specific focus on predictive models of student success. It includes an open-source software infrastructure, the MOOC Replication Framework (MORF), which can be used to reproduce results on larger scale datasets.  It also includes a report on reproductions of work from other scholars ...

Assessing the reproducibility of high-throughput experiments with a Bayesian hierarchical model

A Bayesian hierarchical model framework and a set of computational toolkits to evaluate the overall reproducibility of high-throughput biological experiments, and identify irreproducible and reproducible signals via rigorous false discovery rate control procedures.