End-user personalization of intelligent agents, human-computer interaction (HCI), collective intelligence, end-user programming.


Ph.D. Candidate at Oregon State University (advised by Margaret M. Burnett).


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Journal articles

  • You are the only possible oracle: Effective test selection for end users of interactive machine learning systems. Alex Groce, Todd Kulesza, Chaoqiang Zhang, Shalini Shamasunder, Margaret Burnett, Weng-Keen Wong, Simone Stumpf, Shubhomoy Das, Amber Shinsel, Forrest Bice, and Kevin McIntosh. IEEE Transactions on Software Engineering [in press].
  • Why-oriented debugging of naive bayes text classification. Todd Kulesza, Simone Stumpf, Weng-Keen Wong, Margaret Burnett, Stephen Perona, Andrew Ko, and Ian Oberst. ACM Transactions on Interactive Intelligent Systems, 1, 1. (Oct. 2011)

Refereed conference papers

Grad consortia, workshops, and Notes

Invited Talks

  • Invited presentation, DUB Group at University of Washington. Seattle, WA. Aug. 2013.


  • Research intern, Microsoft Research. Redmond, WA. June 2013 – Sept. 2013.

Source Code Repositories

  • IML Playground, source code (C#/.NET 4.5) for exploring interactive machine learning systems.