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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.
研究兴趣
论文共 65 篇作者统计合作学者相似作者
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Jingyi Ma,Khatoun Al Moussawi,Hantao Lou, Hok Fung Chan,Yihua Wang, Joseph Chadwick,Chansavath Phetsouphanh,Elizabeth A Slee, Shan Zhong,Thomas M Leissing,Andrew Roth,Xiao Qin,
Proceedings of the National Academy of Sciences of the United States of Americano. 10 (2024): e2309957121-e2309957121
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Bioinformaticsno. Supplement_1 (2023): i131-i139
Farhia Kabeer, Goldman Lam, Naila Adam, Maxwell Douglas,Amal El-Naggar, Forouh Kalantari, Mengke Han,Vinci Au, Michael Van Vliet, Cindy Shen, Sean Beaty,Daniel Lai,
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Farhia Kabeer, Goldman Lam, Naila Adam, Maxwell Douglas,Amal M. El-Naggar, Forouh Kalantari, Mengke Han, Vinci Au, Michael Van Vliet, Cindy Shen, Sean D. Beaty,Daniel T. H. Lai,
Cancer Researchno. 7_Supplement (2023): 2182-2182
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Eduardo A González-Solares, Ali Dariush,Carlos González-Fernández,Aybüke Küpcü Yoldaş, Alireza Molaeinezhad, Mohammad Al Sa'd,Leigh Smith,Tristan Whitmarsh, Neil Millar,Nicholas Chornay,Ilaria Falciatori,Atefeh Fatemi,
Biological imaging (2023): e11-e11
medRxiv (Cold Spring Harbor Laboratory) (2023)
Journal of clinical oncology : official journal of the American Society of Clinical Oncologyno. 25 (2023): 4164-+
Farhia Kabeer,Hoa Tran,Mirela Andronescu, Gurdeep Singh,Hakwoo Lee,Sohrab Salehi,Justina Biele,Jazmine Brimhall,David Gee, Viviana Cerda,Ciara O’Flanagan,Teresa Algara,
bioRxiv (Cold Spring Harbor Laboratory) (2023)
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