Publications
-
Omitted and included variable bias in tests for disparate impact
with Sam Corbett-Davies, Ravi Shroff, and Sharad Goel (Working paper). -
Simple rules to guide expert classifications
with Connor Concannon, Ravi Shroff, Sharad Goel, and Daniel G. Goldstein.
Journal of the Royal Statistical Society: Series A (Forthcoming).
[ Commentary in Harvard Business Review ]. -
The limits of human predictions of recidivism
with Zhiyuan Lin, Sharad Goel, and Jennifer Skeem.
Science Advances, Vol. 6, 2020.
[ Commentary in The Washington Post | Public code repository ] -
Bayesian sensitivity analysis for offline policy evaluation
with Ravi Shroff, Avi Feller, and Sharad Goel.
Conference on AI, Ethics, and Society (AIES 2020). -
Developing a dynamic portfolio selection model with a self-adjusted rebalancing method
with Seongmoon Kim
Journal of the Operational Research Society, Vol. 68, No. 7, 766-779 (2017). -
An adaptively managed dynamic portfolio selection model using a time-varying investment target according to the market forecast
with Seongmoon Kim
Journal of the Operational Research Society, Vol. 66, No. 7, 1115-1131 (2015).
Complete list of academic publications via Google scholar
Teaching
-
Machine learning and decision making KR (2022)
Online lecture series in Korean, focusing on applied statistics, machine learning, and introductory decision analysis. -
Workshop for
python
:
Taught in Stanford Computational Social Science python and web scraping workshops, and quarterly tutorials for graduate students enrolled in MS&E 231: Computational social science. -
R
crash course:
Offered introductory one-day courses every quarter to Stanford undergraduates and graduates enrolled in MS&E 125: Applied statistics, MS&E 231: Computational social science, and MS&E 330: Law, order & algorithms. -
Teaching assistant at Stanford for
- MS&E 125: Applied statistics
- MS&E 211: Linear and non-linear optimization
- MS&E 231: Computational social science
- MS&E 252: Foundations of decision analysis
- MS&E 330: Law, order & algorithms
- MS&E 352: Professional decision analysis
-
Teaching assistant at Yonsei University (Seoul, Korea) for
- BIZ2122: Management science
- BIZ4147: Decision making under uncertainty
- BIZ7058: Combinatorial optimization