Robin Burke is a professor of information science and seasoned researcher with over two decades of academic experience focused on social networks, recommender systems, and fairness-aware, multistakeholder algorithms. He combines deep theoretical grounding (PhD Northwestern) with practical contributions to widely used tools—such as back-end improvements to the popular LibRec Java recommender library—bridging rigorous research and reproducible software. Based in Louisville, Colorado, he has held faculty roles at University of Colorado Boulder, DePaul, and visiting positions including a Fulbright at University College Dublin. His work often emphasizes case-based reasoning and measurable fairness, and he’s known for pragmatic fixes that improve evaluators and debugging (e.g., eliminating -Inf issues and enhancing iteration diagnostics).
10 years of coding experience
15 years of employment as a software developer
PhD, Computer Science, PhD, Computer Science at Northwestern University
MS, Computer Science, MS, Computer Science at Yale University
BS, Computer Science, BS, Computer Science at Harvey Mudd College
LibRec: A Leading Java Library for Recommender Systems, see
Role in this project:
Back-end Developer
Contributions:7 commits, 8 PRs, 6 comments in 1 year 5 months
Contributions summary:Robin made several contributions focused on improving the LibRec recommender system library. They implemented a new feature to avoid -Inf values within the Discounted Proportional Fairness evaluator and addressed a bug in the TextDataConvertor. Furthermore, the user added output to the RankALS recommender to help determine the required number of iterations, enhancing debugging capabilities. Additionally, the user simplified the statistical parity implementation.
Contributions:7 commits, 5 pushes, 1 branch in 1 year
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Robin Burke - Professor at University of Colorado Boulder