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个人简介
Dr. Lin's research interests lie in the development and application of scalable statistical and machine learning methods for the analysis of massive data from the genome, exposome and phenome, including big and complex genetic and genomic, epidemiological and health data. Some examples of her current research include analytic methods and applications for large scale Whole Genome Sequencing studies, biobanks and Electronic Health Records, techniques and tools for whole genome variant functional annotations, analysis of the interplay of genes and environment, multiple phenotype analysis, polygenic risk prediction and heritability estimation. Additional examples include integrative analysis of different types of data, Mendelian Randomization, causal mediation analysis and causal inference, federated and transferred learning, single cell genomics, analysis of epidemiological and complex observational studies, and analysis of COVID-19 epidemic data. Dr. Lin's theoretical and computational statistical research includes statistical methods for testing a large number of complex hypotheses, causal inference, statistical and ML methods for large matrices, prediction models using high-dimensional data, federated and transferred learning, cloud-based statistical computing, and mixed models, nonparametric and semiparametric regression, and statistical methods for epidemiological studies.
研究兴趣
论文共 575 篇作者统计合作学者相似作者
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Hatoon Baazim, Emre Koyuncu,Gürol Tuncman,M. Furkan Burak, Lea Merkel, Nadine Bahour, Ezgi Simay Karabulut,Grace Yankun Lee,Alireza Hanifehnezhad, Zehra Firat Karagoz,Katalin Földes, Ilayda Engin,
biorxiv(2024)
medRxiv : the preprint server for health sciences (2024)
Genome Medicineno. 1 (2024): 1-11
Xinan Wang,Kangcheng Hou,Biagio Ricciuti,Joao V. Alessi, Xihao Li, Federica Pecci,Rounak Dey,Jia Luo,Mark M. Awad,Alexander Gusev,Xihong Lin,Bruce E. Johnson,
Cancer Researchno. 6_Supplement (2024): 2151-2151
Human molecular genetics (2024)
Gareth Hawkes, Robin Beaumont,Zilin Li, Ravi Mandla, Xihao Li, Alisa Manning,Xihong Lin, Caroline Wright, Andrew Wood, Timothy M. Frayling, Michael Weedon
EUROPEAN JOURNAL OF HUMAN GENETICS (2024): 65-66
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Zorana Ivcevic,Shuting Shen, Shengjie Lin, David Cheng, Ryan Probasco, Ben Silbermann,Feng Zhang,Xihong Lin, Marc Brackett
FRONTIERS IN PSYCHOLOGY (2024): 1239123-1239123
CELL GENOMICSno. 2 (2024): 100474-100474
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