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Research Interest
My research is primarily focused on the development and application of statistical and machine learning methods for analysing cancer omics data. The methods I develop leverage probabilistic graphical models and non-parametric Bayesian methods to extract biologically interpretable quantities from complex datasets. I am also interested in developing computationally efficient inference algorithms to fit these models. I am particularly interested in variational and sequential Monte Carlo methods. These two themes support the ultimate goal of my research which is to understand evolutionary cancer biology.
My research is primarily focused on the development and application of statistical and machine learning methods for analysing cancer omics data. The methods I develop leverage probabilistic graphical models and non-parametric Bayesian methods to extract biologically interpretable quantities from complex datasets. I am also interested in developing computationally efficient inference algorithms to fit these models. I am particularly interested in variational and sequential Monte Carlo methods. These two themes support the ultimate goal of my research which is to understand evolutionary cancer biology.
Research Interests
Papers共 181 篇Author StatisticsCo-AuthorSimilar Experts
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Immunometabolismno. 2 (2024): e00042-e00042
Proceedings of the National Academy of Sciences of the United States of Americano. 10 (2024)
Clinical gerontologistpp.1-11, (2024)
Farhia Kabeer, Hoa Tran,Mirela Andronescu, Gurdeep Singh,Hakwoo Lee,Sohrab Salehi,Beixi Wang,Justina Biele,Jazmine Brimhall,David Gee, Viviana Cerda, Ciara O’Flanagan,
Genome Biologyno. 1 (2024): 1-32
Genome Biologyno. 1 (2024): 1-32
Clementine Sarkozy,Shaocheng Wu,Katsuyoshi Takata,Tomohiro Aoki,Susana B. Neriah,Katy Milne, Talia Goodyear, Celia Strong, Tashi Rastogi, Laura K. Hilton,Daniel Lai, Laurie H. Sehn,
Cancer cellno. 6 (2024): 1003-1017.e6
Tomohiro Aoki,Aixiang Jiang,Alexander Xu,Yifan Yin,Alicia Gamboa,Katy Milne,Katsuyoshi Takata,Tomoko Miyata-Takata, Shanee Chung,Shinya Rai,Shaocheng Wu, Mary Warren,
Journal of Clinical Oncologyno. 9 (2024): 1077-1087
crossref(2023)
crossref(2023)
Thomas M Carroll,Joseph A Chadwick,Richard P Owen,Michael J White,Joseph Kaplinsky,Iliana Peneva,Anna Frangou,Phil F Xie,Jaeho Chang,Andrew Roth, Bob Amess, Sabrina A James,
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Author Statistics
#Papers: 172
#Citation: 13789
H-Index: 48
G-Index: 105
Sociability: 7
Diversity: 3
Activity: 101
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