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

View / Download11.57 MB

Date

2023-12-24

Authors

Journal Title

Journal ISSN

Volume Title

Repository Usage Stats

7
views
38
downloads

Attention Stats

Abstract

Type

Preprint

Department

Description

Provenance

Subjects

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

Citation

Permalink

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

Rights

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

Publication Info

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.

This is constructed from limited available data and may be imprecise. To cite this article, please review & use the citation provided by the preprint service.

Collections

Scholarly Articles
Full item page

Scholars@Duke

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.

Unless otherwise indicated, scholarly articles published by Duke faculty members are made available here with a CC-BY-NC (Creative Commons Attribution Non-Commercial) license, as enabled by the Duke Open Access Policy. If you wish to use the materials in ways not already permitted under CC-BY-NC, please consult the copyright owner. Other materials are made available here through the author’s grant of a non-exclusive license to make their work openly accessible.