000 03651cam a22006018i 4500
001 9781003030003
003 FlBoTFG
005 20240213122823.0
006 m d u
007 cr |||||||||||
008 201024s2020 flu ob 001 0 eng
040 _aOCoLC-P
_beng
_erda
_cOCoLC-P
020 _a9781003030003
_q(ebook)
020 _a1003030009
_q(ebook)
020 _z9780367442392
_q(hardback)
020 _a9781000260960
_q(ePub ebook)
020 _a1000260968
_q(ePub ebook)
020 _a9781000260946
_q(PDF ebook)
020 _a1000260941
_q(PDF ebook)
020 _a9781000260953
_q(Mobipocket ebook)
020 _a100026095X
_q(Mobipocket ebook)
024 7 _a10.1201/9781003030003
_2doi
035 _a(OCoLC)1221014303
_z(OCoLC)1227701804
035 _a(OCoLC-P)1221014303
050 0 0 _aR864
072 7 _aBUS
_x070080
_2bisacsh
072 7 _aCOM
_x021030
_2bisacsh
072 7 _aMAT
_x029000
_2bisacsh
072 7 _aPBT
_2bicssc
082 0 0 _a610.285
_223
245 0 0 _aStatistics and machine learning methods for EHR data :
_bfrom data extraction to data analytics /
_cedited by Hulin Wu, Jose-Miguel Yamal, Ashraf Yaseen, Vahed Maroufy.
250 _aFirst edition.
264 1 _aBoca Raton :
_bCRC Press,
_c2020.
300 _a1 online resource.
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bn
_2rdamedia
338 _aonline resource
_bnc
_2rdacarrier
490 1 _aChapman & Hall/CRC healthcare informatics series
505 0 _aIntroduction: 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.
520 _a"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"--
_cProvided by publisher.
588 _aOCLC-licensed vendor bibliographic record.
650 0 _aMedical records
_xData processing.
650 0 _aMachine learning.
650 7 _aBUSINESS & ECONOMICS / Industries / Service Industries
_2bisacsh
650 7 _aCOMPUTERS / Database Management / Data Mining
_2bisacsh
650 7 _aMATHEMATICS / Probability & Statistics / General
_2bisacsh
700 1 _aWu, Hulin,
_eeditor.
700 1 _aYamal, Jose-Miguel,
_eeditor.
700 1 _aYaseen, Ashraf,
_eeditor.
700 1 _aMaroufy, Vahed,
_eeditor.
856 4 0 _3Taylor & Francis
_uhttps://www.taylorfrancis.com/books/9781003030003
856 4 2 _3OCLC metadata license agreement
_uhttp://www.oclc.org/content/dam/oclc/forms/terms/vbrl-201703.pdf
999 _c4685
_d4685