Publications

Our Faculty members are frequent contributors to world-renowned journals and serve on editorial boards of top IS, OM and Statistics academic journals.

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Information Systems

Observational vs Experimental Data When Making Automated Decisions Using Machine Learning

Carlos Fernández-Loría; Foster Provost
INFORMS Journal on Data Science — Articles in Advance; published online June 3, 2025.
Information Systems

After the Dust Settled: Online Participation and Adaptation in Hong Kong

Cai, Y., H. Lim, A.H. Huang, and K.L. Hui
Journal of Contemporary China, vol. 34, no. 154, July 2025, pp. 707-725.
Information Systems

A Comparison of Methods for Treatment Assignment with an Application to Playlist Generation

Carlos Fernández-Loría; Foster Provost; Jesse Anderton; Benjamin Carterette; Praveen Chandar
Information Systems Research 34(2): 786–803 (June 2023).
Information Systems

Causal Classification: Treatment Effect Estimation vs. Outcome Prediction

Carlos Fernández-Loría; Foster Provost
Journal of Machine Learning Research 23(59): 1–35 (2022).
Information Systems

Causal Decision Making and Causal Effect Estimation Are Not the Same… and Why It Matters

Carlos Fernández-Loría ; Foster Provost
INFORMS Journal on Data Science 1(1): 4–16 (April 2022).
Information Systems

Explaining Data-Driven Decisions made by AI Systems: The Counterfactual Approach

Carlos Fernández-Loría; Foster Provost; Xintian Han
MIS Quarterly 46(3): 1635–1660 (Sept 1, 2022).