Finite-Time Frequentist Regret Bounds of Multi-Agent Thompson Sampling on Sparse Hypergraphs

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2023-12-24

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Preprint

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cs.LG, cs.LG, cs.MA, math.ST, stat.ML, stat.TH

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https://hdl.handle.net/10161/30487

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https://creativecommons.org/licenses/by-nc/4.0

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Jin, Tianyuan, Hao-Lun Hsu, William Chang and Pan Xu (2023). Finite-Time Frequentist Regret Bounds of Multi-Agent Thompson Sampling on Sparse Hypergraphs. Preprint version: http://arxiv.org/abs/2312.15549v1 Retrieved from https://hdl.handle.net/10161/30487.

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Xu

Pan Xu

Assistant Professor of Biostatistics & Bioinformatics

My research is centered around Machine Learning, with broad interests in the areas of Artificial Intelligence, Data Science, Optimization, Reinforcement Learning, High Dimensional Statistics, and their applications to real-world problems including Bioinformatics and Healthcare. My research goal is to develop computationally- and data-efficient machine learning algorithms with both strong empirical performance and theoretical guarantees.

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