Search Results for author: Christopher Brooks

Found 4 papers, 2 papers with code

Cross-Institutional Transfer Learning for Educational Models: Implications for Model Performance, Fairness, and Equity

1 code implementation1 May 2023 Josh Gardner, Renzhe Yu, Quan Nguyen, Christopher Brooks, Rene Kizilcec

We also find that stacked ensembling provides no additional benefits to overall performance or fairness compared to either a local model or the zero-shot transfer procedure we tested.

Fairness Transfer Learning

Dropout Model Evaluation in MOOCs

no code implementations16 Feb 2018 Josh Gardner, Christopher Brooks

The field of learning analytics needs to adopt a more rigorous approach for predictive model evaluation that matches the complex practice of model-building.

MORF: A Framework for Predictive Modeling and Replication At Scale With Privacy-Restricted MOOC Data

no code implementations16 Jan 2018 Josh Gardner, Christopher Brooks, Juan Miguel L. Andres, Ryan Baker

MORF has the potential to accelerate and democratize research on its massive data repository, which currently includes over 200 MOOCs, as demonstrated by initial research conducted on the platform.

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