{"id":64,"date":"2020-10-16T09:44:17","date_gmt":"2020-10-16T08:44:17","guid":{"rendered":"http:\/\/blogs.kent.ac.uk\/statspengliu\/?page_id=64"},"modified":"2024-06-17T22:56:30","modified_gmt":"2024-06-17T21:56:30","slug":"research","status":"publish","type":"page","link":"https:\/\/blogs.kent.ac.uk\/statspengliu\/research\/","title":{"rendered":"Research and grant"},"content":{"rendered":"<p>I recognise that interdisciplinary research offers greater opportunities for scientific and technological breakthroughs since the world is diverse and statistics\/biostatistics alone can not address all problems in isolation.<\/p>\n<p>My research interest lies in the intersection of machine learning and statistics. My general focus is to apply machine learning techniques to improve traditional statistical methodologies\/overcome the existing bottleneck of statistical procedures and introduce statistical ideas in machine learning. Currently, I&#8217;m focused on developing non-computationally intensive matrix factorisation techniques and applying these techniques to solve practical problems. I&#8217;m also interested in protecting each individual&#8217;s privacy when analysing sample data, especially the differential privacy technique where statistical random errors are added when sharing information about a dataset. I have actively collaborated with professors in statistics, electrical engineering, and industry, such as the Huawei company in Canada and Hong Kong.<\/p>\n<p>In addition, my research area includes Reinforcement Learning, High Dimensional Data, Bridging Study, Functional Data Analysis, Biostatistics, Semiparametric Modelling, Causal Inference, and Rank Estimation.<\/p>\n<h1><strong>Visitors<\/strong><\/h1>\n<p>2024, Mr Lu Zhang, School of Business, Chizhou University, Chizhou, China (18 Feb &#8211; 7 Jul)<\/p>\n<p>2023, Professor Feipeng Zhang, School of Finance and Economics, Xi&#8217;an Jiaotong University, Xi&#8217;an, China (27 Mar &#8211; 25 May)<\/p>\n<p>2023, Mr Bo Pan, Biostatistician, Epidemiology Coordinating and Research (EPICORE) Centre, University of Alberta, Edmonton, Canada<\/p>\n<p>2023, Dr Yafei Wang, Lecturer in Statistics, Department of Mathematical Sciences, University of Essex, Colchester, United Kingdom<\/p>\n<p>&nbsp;<\/p>\n<h1><strong>Grant<\/strong><\/h1>\n<p>2022, Research and Innovation Fund, Division of Computing, Engineering, and Mathematical Sciences, University of Kent<\/p>\n<p>2023, UK Research and Innovation General Funds, UKRI<\/p>\n<p>2023, Improving the statistical analysis of brain imaging data to generate more accurate descriptions of brain activity, UK Research and Innovation, Knowledge Transfer Partnerships (KTP) Fund<\/p>\n<p>2023,\u00a0Federated Learning based Quantile Regression Model for Credit Card Fraud Detection,\u00a0Cyber Security Seedcorn Funding, Institute of Cyber Security for Society, University of Kent<\/p>\n<p>2024, Exploring the application of Large Language Models in Medical Image Analysis: Integrating Statistics to Ensure Fairness and Privacy Protection, Networking Fund, The Academy of Medical Science, United Kingdom<\/p>\n<p>2024, Google Cloud Research Credits, Google, United States<\/p>\n","protected":false},"excerpt":{"rendered":"<p>I recognise that interdisciplinary research offers greater opportunities for scientific and technological breakthroughs since the world is diverse and statistics\/biostatistics alone can not address all&#8230;<\/p>\n<div class=\"more-link-wrapper\"><a class=\"more-link\" href=\"https:\/\/blogs.kent.ac.uk\/statspengliu\/research\/\">Continue reading<span class=\"screen-reader-text\">Research and grant<\/span><\/a><\/div>\n","protected":false},"author":64025,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":[],"_links":{"self":[{"href":"https:\/\/blogs.kent.ac.uk\/statspengliu\/wp-json\/wp\/v2\/pages\/64"}],"collection":[{"href":"https:\/\/blogs.kent.ac.uk\/statspengliu\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/blogs.kent.ac.uk\/statspengliu\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/blogs.kent.ac.uk\/statspengliu\/wp-json\/wp\/v2\/users\/64025"}],"replies":[{"embeddable":true,"href":"https:\/\/blogs.kent.ac.uk\/statspengliu\/wp-json\/wp\/v2\/comments?post=64"}],"version-history":[{"count":22,"href":"https:\/\/blogs.kent.ac.uk\/statspengliu\/wp-json\/wp\/v2\/pages\/64\/revisions"}],"predecessor-version":[{"id":314,"href":"https:\/\/blogs.kent.ac.uk\/statspengliu\/wp-json\/wp\/v2\/pages\/64\/revisions\/314"}],"wp:attachment":[{"href":"https:\/\/blogs.kent.ac.uk\/statspengliu\/wp-json\/wp\/v2\/media?parent=64"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}