Vincent Hsiao

2 accepted papers

2024

Surrogate Bayesian Networks for Approximating Evolutionary Games

Vincent Hsiao, Dana S Nau, Bobak Pezeshki, Rina Dechter

AISTATS 2024poster

Spatial evolutionary games are used to model large systems of interacting agents. In earlier work, a method was developed using Bayesian Networks to approximate the population dynamics in these games. One of the advantages of the Bayesian Network modeling approach is that it is possible to smoothly…

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2022

Fast Fourier Transform Reductions for Bayesian Network Inference

Vincent Hsiao, Dana Nau, Rina Dechter

AISTATS 2022poster

Bayesian Networks are useful for analyzing the properties of systems with large populations of interacting agents (e.g., in social modeling applications and distributed service applications). These networks typically have large functions (CPTs), making exact inference intractable. However, often the…

Cited by 2 Source ↗PDF ↗Scholar ↗