Yi-Ju Tseng is an associate professor at Chang Gung University Digital Health Lab with extensive experience in claims data and electronic medical records analysis and data mining analytics. Her work focuses on improving infection surveillance by using informatics techniques and applying data mining technology to clinical research. Download CV
Postdoctoral Research Fellow, 2016
Boston Children's Hospital / Harvard Medical School
PhD in Biomedical Electronics and Bioinformatics, 2013
National Taiwan University
BSc in Clinical Laboratory Sciences and Medical Biotechnology, 2008
National Taiwan University
建立醫療大數據標準化整合模組與開源套件、發展與驗證病程演進與病歷表現型探勘演算法,以及建立病歷表現型探勘與視覺化模組、開源套件與知識共享平台。
使用尿液檢驗與電子病歷資料,搭配三種機器學習演算法,邏輯迴歸、支持向量機,以及隨機森林法,找出最適合做陰道滴蟲檢體篩檢的機器學習模型。
應用機器學習演算法建立預測模型,使醫療機構能更早一步發現可能的流行趨勢,即時啟動防疫措施與調整投入之醫療資源,改善醫療機構資源分配以及提升醫療機構的緊急應變量能。
建立乳癌預後預測模型。乳癌預後預測標的為一年內再復發情形,未來可幫助乳癌案例的介入追蹤決策,進一步達到早期診斷,早期治療以的目的。
藉由此整合型健康照護資料分析模式輔助傳染病監測,使傳染病的監測更為主動、及時且穩定,期盼最終能進一步改善現今傳染病監測模式與介入流程,提升傳染病監測品質與效率。
Undergraduated Level
Graduated Level
EMBA
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