基本信息
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Bio
Research interests
I am interested in probabilistic machine learning and decision-making under uncertainty using principled
decision theory. Many such problems exist in active learning and in general sample-efficient experimental
design, including Bayesian optimization, multi-armed bandits, and active search. I mainly develop budgetaware decision-making policies that approximate optimal decisions in a nonmyopic manner. My current
work focuses on local Bayesian optimization of expensive blackbox objective functions.
I am interested in probabilistic machine learning and decision-making under uncertainty using principled
decision theory. Many such problems exist in active learning and in general sample-efficient experimental
design, including Bayesian optimization, multi-armed bandits, and active search. I mainly develop budgetaware decision-making policies that approximate optimal decisions in a nonmyopic manner. My current
work focuses on local Bayesian optimization of expensive blackbox objective functions.
Research Interests
Papers共 116 篇Author StatisticsCo-AuthorSimilar Experts
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crossref(2024)
Ralph Patrick,Marina Naval-Sanchez, Nikita Deshpande, Yifei Huang, Jingyu Zhang,Xiaoli Chen, Ying Yang, Kanupriya Tiwari, Mohammadhossein Esmaeili, Minh Tran,Amin R Mohamed, Binxu Wang,
Cell metabolism (2024)
arxiv(2024)
Cited0Views0Bibtex
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CoRR (2024)
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Nature Methodsno. 3 (2024): 391-400
Biomechanics and Modeling in Mechanobiologyno. 1 (2024): 349-372
CUREUS JOURNAL OF MEDICAL SCIENCEno. 10 (2023): e47673-e47673
Wen Juan Tu,Michelle Melino,Jenny Dunn,Robert D. McCuaig,Helle Bielefeldt-Ohmann,Sofiya Tsimbalyuk,Jade K. Forwood, Taniya Ahuja, John Vandermeide,Xiao Tan,Minh Tran,Quan Nguyen,
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