Date:14 January 2025, Tuesday
Location:S16-06-118, Seminar Room
Time:3pm, Singapore
Recent advances in Bayesian optimization for the physical sciencesWith advances in scientific computing, computer simulations are increasingly used for investigating complex physical phenomena. For many such applications, scientific…
Date:9 January 2025, Thursday
Location:S16-06-118, Seminar Room
Time:3pm, Singapore
Root Cause DiscoveryAlthough the statistical literature on causality is more focused on forward causal questions about the effects of causes, reverse causal…
Date:19 December 2024, Thursday
Location:S16-06-118, Seminar Room
Time:10am, Singapore
Flat minima generalize for low-rank matrix recoveryEmpirical evidence suggests that for a variety of overparameterized nonlinear models, most notably in neural network training, the growth of…
Date:9 December 2024, Monday
Location:S16-06-118, Seminar Room
Time:3pm, Singapore
Posterior Conformal PredictionConformal prediction is a popular technique for constructing prediction intervals with distribution-free coverage guarantees. The coverage is marginal, holding on…
Date:4 December 2024, Wednesday
Location:S16-06-118, Seminar Room
Time:3.15 pm, Singapore
Sampling meets machine learning: from Sequential Monte Carlo to generative modelsSampling is one of the most fundamental problems in computational inference. Beyond Bayesian statistics, it has numerous applications in modern…
Date:6 December 2024, Friday
Location:S16-05-21
Time:2.30pm, Singapore
Towards modern datasets: laying mathematical foundations to streamline machine learningDatasets are central to the development of statistical learning theory, and the evolution of models. The burgeoning success of modern…
Date:2 December 2024, Monday
Location:S16-05-21
Time:2.30pm, Singapore
Property Testing of Optimal Assortment in Contextual Multinomial Logit Models with Adaptive SamplingThe modern retailing system is witnessing fast updating in product features and customer behaviors, entailing adaptive policies that can effectively…
Date:27 November 2024, Wednesday
Location:S16-06-118, Seminar Room
Time:10am, Singapore
Importance of Eye-tracking and Response Time in Preference Elicitation: Theoretical and Empirical InsightsResponse time is readily available in computer-based discrete choice experiments, and the emergence of webcam-based eye-tracking will soon enable the…
Date:15 November 2024, Friday
Location:S16-06-118, Seminar Room
Time:3pm, Singapore
BET and BELIEFWe study the problem of distribution-free dependence detection and modeling through the new framework of binary expansion statistics (BEStat). The…
Date:30 October 2024, Wednesday
Location:S16-06-118, Seminar Room
Time:3pm, Singapore
“Sur la loi forte des grands nombres”The strong law for independent and identically distributed random variables with finite variance is the intersection of Kolmogorov (1930) and…