02853oam 2200457 450 991079449020332120210412085418.01-00-303000-91-003-03000-91-000-26094-1(CKB)4100000011525637(MiAaPQ)EBC6378532(EXLCZ)99410000001152563720210412d2021 uy 0engurbn#|||a|a||txtrdacontentcrdamediacrrdacarrierStatistics and machine learning methods for EHR data from data extraction to data analytics /edited by Hulin Wu [and three others]First editionBoca Raton, Florida ;London ;New York :CRC Press,[2021]©20211 online resourceChapman & Hall/CRC healthcare informatics series0-367-44239-6 Includes bibliographical references and index.Introduction: Use of EHR data for scientific discoveries-challenges and opportunities / Hulin Wu -- EHR project management / Yashar Talebi and Ashraf Yaseen -- EHR databases and data management : data query and extraction / Gen Zhu, Vi K. Ly, Michael Gonzalez, Leqing Wu, Hulin Wu, and Ashraf Yaseen -- EHR data cleaning / Yashar Talebi, Han Feng, Yuefan Huang, and Vahed Maroufy -- EHR data pre-processing and preparation / Duo Yu, Xueying Wang, and Hulin Wu -- EHR missing data issues / Chenguang Zhang, Vahed Maroufy, Baojiang Chen, and Hulin Wu -- Causal inference and analysis for EHR data / Stacia DeSantis, Momiao Xiong, Jose-Miguel Yamal, Gen Zhu, Duo Yu, Xueying Wang, Chenguang Zhang, and Vi K. Ly -- EHR data exploration, analysis and predictions : statistical models and methods / Gen Zhu, Frances Brito, Stacia M DeSantis, and Vahed Maroufy -- Neural network and deep learning methods for EHR data / Duo Yu, Ashraf Yaseen, and Xi Luo -- EHR data analytics and predictions : machine learning methods / Yuxuan Gu, Yuefan Huang, Vi Ly, Ashraf Yaseen, and Hongyu Miao -- Use of EHR data for research : future / Hulin Wu."The book carefully evaluates and compares the standard statistical models and approaches with those of machine learning and deep learning methods and reports the unbiased comparison results for these methods in predicting clinical outcomes based on the EHR data"--Provided by publisher.Chapman & Hall/CRC healthcare informatics series.Medical recordsData processingMedical recordsData processing.610.285Wu HulinMiAaPQMiAaPQUtOrBLWBOOK9910794490203321Statistics and machine learning methods for EHR data3820166UNINA