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Statistics and machine learning methods for EHR data : from data extraction to data analytics / edited by Hulin Wu, Jose-Miguel Yamal, Ashraf Yaseen, Vahed Maroufy.
- Format:
- Book
- Series:
- Chapman & Hall/CRC healthcare informatics series
- Language:
- English
- Subjects (All):
- Medical records--Data processing.
- Medical records.
- Machine learning.
- Physical Description:
- 1 online resource.
- Edition:
- First edition.
- Place of Publication:
- Boca Raton : CRC Press, 2020.
- System Details:
- text file
- Contents:
- 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.
- Notes:
- Includes bibliographical references and index.
- Electronic reproduction. London Available via World Wide Web.
- Description based on print version record and CIP data provided by publisher; resource not viewed.
- Local Notes:
- Acquired for the Penn Libraries with assistance from the Dr. William McDowell Mastin Fund.
- Other Format:
- Print version: Statistics and machine learning methods for EHR data
- ISBN:
- 9781003030003
- 1003030009
- 9781000260960
- 1000260968
- 9781000260946
- 1000260941
- 9781000260953
- 100026095X
- Publisher Number:
- 99986860864
- Access Restriction:
- Restricted for use by site license.
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