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Research Interests
I work in the intersection of probability and statistics to analyse random processes and objects, especially those arising from algorithms used in computational statistics and machine learning. I have worked extensively on the theory and methodology of sampling methods, especially Markov Chain Monte Carlo. I have also worked on random walks on lattices and groups.
At the moment I am particularly interested in the interplay between sampling, optimization and machine learning.
I work in the intersection of probability and statistics to analyse random processes and objects, especially those arising from algorithms used in computational statistics and machine learning. I have worked extensively on the theory and methodology of sampling methods, especially Markov Chain Monte Carlo. I have also worked on random walks on lattices and groups.
At the moment I am particularly interested in the interplay between sampling, optimization and machine learning.
研究兴趣
论文共 58 篇作者统计合作学者相似作者
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Angus Phillips, Hai-Dang Dau,Michael John Hutchinson, Valentin De Bortoli,George Deligiannidis,Arnaud Doucet
CoRR (2024)
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ANNALS OF APPLIED PROBABILITYno. 1A (2024): 501-516
arXiv (Cornell University) (2023): 1549-1557
CoRR (2023)
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arXiv (Cornell University) (2023)
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