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近年Healthcare Bigdata應用
於疾病預測模型成果簡介
徐建業教授
饒孝先博士
臺北護理健康大學資訊管理系所
臺灣電子健康學會
臺灣護理資訊學會
台灣醫學資訊學會
2017/9/5
研究範圍
疾病預測模型建立範例
•腎結石預測模型
•第二型糖尿病患者確診後轉化為大腸直腸癌預測模型
•牙周病確診後六年內因共病轉化為中風預測模型
•糖尿病確診後罹患肝癌預測模型
•運用資料探勘研究肺癌患者三年內存活率及建構預測模型
糖尿病性腎臟病預測模型
•運用類神經網路建構腎結石的預測模型
•攝護腺癌疾病臨床診斷模型
•Hip fracture after first-ever stroke
疾病關聯性分析範例
•癌症與帕金森氏症之關聯分析
•糖尿病與台灣十大癌症之共病關聯分析
•Sex Differences in Hospitalization for Heart Failure
•Inverse association between cancer and dementia
•Exploration of the association between chronic periodontal disease and erectile dysfunction
事件驅動式主動學習型疾病預測模型
Event Driven Active Learning Disease Prediction Model (EDALDPM)構想
模型建立步驟
www.themegallery.com
定義需求欄位
資料串檔與撈取
資料清洗
找出資料相關性
資料塑模
效能評估
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