33 citations · 43 across the 5 of their papers we have counts for
5 papers
qEUBO: A Decision-Theoretic Acquisition Function for Preferential Bayesian Optimization
Raul Astudillo, Zhiyuan Jerry Lin, Eytan Bakshy +1
Preferential Bayesian optimization (PBO) is a framework for optimizing a decision maker's latent utility function using preference feedback. This work introduces the expected utili…
Preference Exploration for Efficient Bayesian Optimization with Multiple Outcomes
Zhiyuan Jerry Lin, Raul Astudillo, Peter I. Frazier +1
We consider Bayesian optimization of expensive-to-evaluate experiments that generate vector-valued outcomes over which a decision-maker (DM) has preferences. These preferences are…
Probability Paths and the Structure of Predictions over Time
Zhiyuan Jerry Lin, Hao Sheng, Sharad Goel
In settings ranging from weather forecasts to political prognostications to financial projections, probability estimates of future binary outcomes often evolve over time. For examp…
I'll Be Back: On the Multiple Lives of Users of a Mobile Activity Tracking Application
Zhiyuan Lin, Tim Althoff, Jure Leskovec
Mobile health applications that track activities, such as exercise, sleep, and diet, are becoming widely used. While these activity tracking applications have the potential to impr…
Seeing the Forest through the Trees: Adaptive Local Exploration of Large Graphs
Robert Pienta, Zhiyuan Lin, Minsuk Kahng +5
Visualization is a powerful paradigm for exploratory data analysis. Visualizing large graphs, however, often results in a meaningless hairball. In this paper, we propose a differen…