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个人简介
Dr. Urbanowicz’s research focuses on the development, evaluation and application of bioinformatics and machine-learning methods in biomedical and clinical problems. The motivation for these new methods stems from the challenges presented by (1) large-scale data analysis; (2) integrating data types/sources; (3) complex patterns of association (e.g., epistasis(link is external), genetic heterogeneity(link is external) and pleiotropy(link is external); (4) rare variants; (5) genome-to-phenome analysis; (6) the need for interpretable (non-black-box) models; (7) noisy, incomplete data; (8) covariates; and (9) matching or adapting method(s) to a problem with limited domain knowledge. Therefore, his work targets strategies that are scalable, adaptable, interpretable and clinically translatable.
研究兴趣
论文共 8 篇作者统计合作学者相似作者
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Journal of medical systemsno. 1 (2023): 83-83
Annals of the American Thoracic Societyno. 6 (2022): 952-961
Chest (2022)
Journal of the American Society of Nephrologyno. 10S (2020): 182-182
作者统计
#Papers: 8
#Citation: 28
H-Index: 4
G-Index: 5
Sociability: 4
Diversity: 1
Activity: 2
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