{"id":3037,"date":"2024-04-08T12:07:04","date_gmt":"2024-04-08T04:07:04","guid":{"rendered":"https:\/\/medicine.nus.edu.sg\/dbmi\/?page_id=3037"},"modified":"2025-08-06T15:04:24","modified_gmt":"2025-08-06T07:04:24","slug":"liu-nan","status":"publish","type":"page","link":"https:\/\/medicine.nus.edu.sg\/dbmi\/about-us\/faculty\/liu-nan\/","title":{"rendered":"Associate Professor Liu Nan"},"content":{"rendered":"\n\n\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" src=\"https:\/\/medicine.nus.edu.sg\/dbmi\/wp-content\/uploads\/sites\/27\/2024\/04\/aprof-liu-nan.png\" alt=\"aprof liu nan\" itemprop=\"image\" height=\"300\" width=\"206\" title=\"aprof liu nan\" onerror=\"this.style.display='none'\"  \/>\n\t<p><b>LIU Nan<\/b><\/p>\n<p>Associate Professor, Department of Biomedical Informatics, Yong Loo Lin School of Medicine, NUS<\/p>\n<h5>Director, Duke-NUS AI + Medical Sciences Initiative (DAISI)<\/h5>\n<h5>Co-Director of SingHealth Duke-NUS AI in Medicine Institute (AIMI)<\/h5>\n<h5> Associate Professor at the Centre for Quantitative Medicine (CQM)\u00a0and\u00a0Programme in Health Services and Systems Research (HSSR), Duke-NUS Medical School<\/h5>\n\t<ul>\n\t\t<li>\t\t\t\t\n\t\t<h3><a href=\"https:\/\/www.linkedin.com\/in\/nliu81\/\" target=\"_self\"  aria-label=\"Go to https:\/\/www.linkedin.com\/in\/nliu81\/\">LinkedIn<\/a><\/h3><\/li><li>\t\t\t\t\n\t\t<h3><a href=\"mailto:liu.nan@duke-nus.edu.sg\" target=\"_self\"  aria-label=\"Go to mailto:liu.nan@duke-nus.edu.sg\">liu.nan@duke-nus.edu.sg<\/a><\/h3><\/li><li>\t\t\t\t\n\t\t<h3><a href=\"https:\/\/blog.nus.edu.sg\/liunan\/principal-investigator\/\" target=\"_blank\" rel=\"noopener\" aria-label=\"Go to https:\/\/blog.nus.edu.sg\/liunan\/principal-investigator\/\">Personal Website<\/a><\/h3><\/li>\t<\/ul>\n\t\t\t\t\t\t\t\t<a href=\"#\" id=\"fl-tabs--label-0\" data-index=\"0\" aria-selected=\"true\" aria-controls=\"fl-tabs--panel-0\" aria-expanded=\"true\" role=\"tab\" tabindex=\"0\">\t\t\t\tBrief Introduction\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<a href=\"#\" id=\"fl-tabs--label-1\" data-index=\"1\" aria-selected=\"false\" aria-controls=\"fl-tabs--panel-1\" aria-expanded=\"false\" role=\"tab\" tabindex=\"0\">\t\t\t\tTeaching Areas &#038; Research Interests\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<a href=\"#\" id=\"fl-tabs--label-2\" data-index=\"2\" aria-selected=\"false\" aria-controls=\"fl-tabs--panel-2\" aria-expanded=\"false\" role=\"tab\" tabindex=\"0\">\t\t\t\tJournals &#038; Publications\t\t\t\t<\/a>\n\t\t\t\t\t\tBrief Introduction\n\t\t\t\t\t\t\t\t\t\t\t<p>A\/Prof Liu is actively working on AI, machine learning, and data science with their applications in various clinical domains. He is also interested in technology translation and commercialization. He co-founded TIIM Healthcare Pte Ltd and serves as its Scientific Advisor. His research has been funded by the National Medical Research Council (NMRC), National Research Foundation (NRF), National Health Innovation Centre (NHIC), Ministry of Education (MOE), AI Singapore, Duke-NUS Medical School, and SingHealth Foundation, as well as industrial partners such as Continental AG.<\/p>\n<p>A\/Prof Liu has served as an Editor for more than 10 prestigious peer-reviewed journals, including npj Digital Medicine, PLOS Medicine, BMC Medicine, and IEEE Journal of Biomedical and Health Informatics. Additionally, he is a regular reviewer for many international journals such as The Lancet, JAMA and Nature Medicine. He also serves on the Program Committees of a number of premium AI and data science conferences such as AAAI, NeurIPS, and AMIA.<\/p>\n<p>&nbsp;<\/p>\n<h5><b>Qualifications<\/b><\/h5>\n<p>Ph.D. (Machine Learning)<\/p>\n<h5><b>Awards<\/b><\/h5>\nWorld&#8217;s Top 2% Scientists, Stanford University &amp; Elsevier<br \/>\nVisionary Industry Technology Award, International Federation for Emergency Medicine<br \/>\nSecretariat Award, American Academy of Ophthalmology\n<p>&nbsp;<\/p>\n\t\t\t\t\t\tTeaching Areas &#038; Research Interests\n\t\t\t\t\t\t\t\t\t\t\t<ul>\n<li>Interpretable and Trustworthy Machine Learning<\/li>\n<li>Explainable Artificial Intelligence<\/li>\n<li>Deep Learning and Health Data Science<\/li>\n<li>Electronic Health Records<\/li>\n<li>Medical Image Analysis<\/li>\n<li>Physiological Signal Analysis<\/li>\n<li>Cardiovascular Research<\/li>\n<li>Prehospital and Emergency Care<\/li>\n<\/ul>\n\t\t\t\t\t\tJournals &#038; Publications\n\t\t\t\t\t\t\t\t\t\t\t<table id=\"gsc_a_t\">\n<tbody id=\"gsc_a_b\">\n<tr>\n<td><a href=\"https:\/\/scholar.google.com\/citations?view_op=view_citation&amp;hl=en&amp;user=ceF698kAAAAJ&amp;sortby=pubdate&amp;citation_for_view=ceF698kAAAAJ:a9-T7VOCCH8C\">The Use of Large Language Models and Their Association With Enhanced Impact in Biomedical Research and Beyond<\/a>\nH Cheng, W Shi, B Sheng, AY Lee, J Car, V Chaudhary, AG Atanasov, &#8230;\nMedComm-Future Medicine 4 (2), e70019\n<\/td>\n\n<td>2025<\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/scholar.google.com\/citations?view_op=view_citation&amp;hl=en&amp;user=ceF698kAAAAJ&amp;sortby=pubdate&amp;citation_for_view=ceF698kAAAAJ:sNmaIFBj_lkC\">Toward Fair Federated Learning under Demographic Disparities and Data Imbalance<\/a>\nQ Wu, S Li, D Zhou, N Liu\narXiv preprint arXiv:2505.09295\n<\/td>\n\n<td>2025<\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/scholar.google.com\/citations?view_op=view_citation&amp;hl=en&amp;user=ceF698kAAAAJ&amp;sortby=pubdate&amp;citation_for_view=ceF698kAAAAJ:umqufdRvDiIC\">SIM-Shapley: A Stable and Computationally Efficient Approach to Shapley Value Approximation<\/a>\nW Fan, S Li, D Zhou, Y Okada, C Hong, M Liu, N Liu\narXiv preprint arXiv:2505.08198\n<\/td>\n\n<td>2025<\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/scholar.google.com\/citations?view_op=view_citation&amp;hl=en&amp;user=ceF698kAAAAJ&amp;sortby=pubdate&amp;citation_for_view=ceF698kAAAAJ:XvxMoLDsR5gC\">Retrieval-Augmented Generation in Biomedicine: A Survey of Technologies, Datasets, and Clinical Applications<\/a>\nJ He, B Zhang, H Rouhizadeh, Y Chen, R Yang, J Lu, X Chen, N Liu, I Li, &#8230;\narXiv preprint arXiv:2505.01146\n<\/td>\n\n<td>2025<\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/scholar.google.com\/citations?view_op=view_citation&amp;hl=en&amp;user=ceF698kAAAAJ&amp;sortby=pubdate&amp;citation_for_view=ceF698kAAAAJ:FAceZFleit8C\">FedIMPUTE: Privacy-preserving missing value imputation for multi-site heterogeneous electronic health records<\/a>\nS Li, M Yan, R Yuan, M Liu, N Liu, C Hong\nJournal of Biomedical Informatics 165, 104780\n<\/td>\n<td><a href=\"https:\/\/scholar.google.com\/scholar?oi=bibs&amp;hl=en&amp;cites=8073796952529832690\">1<\/a><\/td>\n<td>2025<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&#8211;<\/p>\n<p>More: <a href=\"https:\/\/scholar.google.com\/citations?user=ceF698kAAAAJ&amp;hl=en&amp;oi=ao\">Google Scholar<\/a><\/p>\n\n","protected":false},"excerpt":{"rendered":"<p>LIU Nan Associate Professor, Department of Biomedical Informatics, Yong Loo Lin School of Medicine, NUS Director, Duke-NUS AI + Medical Sciences Initiative (DAISI) Co-Director of SingHealth Duke-NUS AI in Medicine Institute (AIMI) Associate Professor at the Centre for Quantitative Medicine (CQM)\u00a0and\u00a0Programme in Health Services and Systems Research (HSSR), Duke-NUS Medical School LinkedIn liu.nan@duke-nus.edu.sg Personal Website [&hellip;]<\/p>\n","protected":false},"author":9325,"featured_media":0,"parent":2595,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"site-sidebar-layout":"no-sidebar","site-content-layout":"page-builder","ast-site-content-layout":"full-width-container","site-content-style":"unboxed","site-sidebar-style":"unboxed","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"disabled","ast-breadcrumbs-content":"","ast-featured-img":"disabled","footer-sml-layout":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center 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