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Healthcare analytics : from data to knowledge to healthcare improvement / Hui Yang and Eva K. Lee.

By: Contributor(s): Material type: TextTextSeries: Wiley series in operations research and management sciencePublication details: New Jersey : John Wiley, ©2016.Description: xxiii, 602 pages : illustrations ; 24 cmISBN:
  • 9781118919392
Subject(s): DDC classification:
  • 362.10285 23 Y22
Contents:
Part I: Advances in biomedical and health informatics. 1. Recent Development in Methodology for Gene Network Problems and Inferences / Sung W. Han and Hua Zhong -- 2. Biomedical analytics and morphoproteomics: an integrative approach for medical decision making for recurrent or refractory cancers / Mary F. McGuire and Robert E. Brown -- 3. Characterization and monitoring of nonlinear dynamics and chaos in complex physiological systems / Hui Yang, Yun Chen and Fabio Leonelli -- 4. Statistical modeling of electrocardiography signal for subject monitoring and diagnosis / Lili Chen, Changyue Song and Xi Zhang -- 5. Modeling and simulation of measurement uncertainty in clinical laboratories / Varun Ramamohan, James T. Abbott and Yuehwern Yih -- 6. Predictive analytics: classification in medicine and biology / Eva K. Lee -- 7. Predictive modeling in radiation oncology / Hao Zhang, Robert Meyer, Leyuan Shi, Wei Lu and Warren D'Souza -- 8. Mathematical modeling of innate immunity responses of sepsis: modeling and computational studies / Chih-Hang J. Wu, Zhenshen Shi, David Ben-Arieh and Steven Q. Simpson -- Part II: Analytics for healthcare delivery. 9. Systems Analytics: Modeling and optimizing clinic workflow and patient care / Eva K. Lee, Hany Y. Atallah, Michael D. Wright, Calvin Thomas, Eleanor T. Post, Daniel T. Wu and Leon L. Haley Jr -- 10. A multiobjective simulation optimization of the macrolevel patient flow distribution / Yunzhe Qiu and Jie Song -- 11. Analysis of resource intensive activity volumes in US hospitals / Shivon Boodhoo and Sanchoy Das -- 12. Discrete-event simulation for primary care redesign: review and a case study / Xiang Zhong, Molly Williams, Jingshan Li, Sally A. Kraft and Jeffrey S. Sleeth -- 13. Temporal and spatiotemporal models for ambulance demand / Zhengyi Zhou and David S. Matteson -- 14. Mathematical optimization and simulation analyses for optimal liver allocation boundaries / Naoru Koizumi [and others] -- 15. Predictive analytics in 30-day hospital readmissions for heart failure patients / Si-Chi Chin, Rui Liu and Senjuti B. Roy -- 16. Heterogeneous sensing and predictive modeling of postoperative outcomes / Yun Chen, Fabio Leonelli and Hui Yang -- 17. Analyzing patient -- physician interaction in consultation for shared decision making / Thembi Mdluli, Joyatee Sarker, Carolina Vivas-Valencia, Nan Kong and Cleveland G. Shields -- 18. The history and modern applications of insurance claims data in healthcare research / Margrâet V. Bjarndâottir, David Czerwinski and Yihan Guan -- 19. Understanding the role of social media in healthcare via analytics: a health plan perspective / Sinjini Mitra and Rema Padman.
Summary: "Healthcare Analytics: From Date to Knowledge to Healthcare Improvement provides an integrated and comprehensive treatment on recent research advancements in data-driven healthcare analytics in an effort to provide more personalized and smarter healthcare services. Emphasizing data and healthcare analytics from an operational management and statistical perspective, the book details how analytical methods and tools can utilized to enhance healthcare quality and operational efficiency." --
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Includes bibliographical references and index.

Part I: Advances in biomedical and health informatics.
1. Recent Development in Methodology for Gene Network Problems and Inferences / Sung W. Han and Hua Zhong --
2. Biomedical analytics and morphoproteomics: an integrative approach for medical decision making for recurrent or refractory cancers / Mary F. McGuire and Robert E. Brown --
3. Characterization and monitoring of nonlinear dynamics and chaos in complex physiological systems / Hui Yang, Yun Chen and Fabio Leonelli --
4. Statistical modeling of electrocardiography signal for subject monitoring and diagnosis / Lili Chen, Changyue Song and Xi Zhang --
5. Modeling and simulation of measurement uncertainty in clinical laboratories / Varun Ramamohan, James T. Abbott and Yuehwern Yih --
6. Predictive analytics: classification in medicine and biology / Eva K. Lee --
7. Predictive modeling in radiation oncology / Hao Zhang, Robert Meyer, Leyuan Shi, Wei Lu and Warren D'Souza --
8. Mathematical modeling of innate immunity responses of sepsis: modeling and computational studies / Chih-Hang J. Wu, Zhenshen Shi, David Ben-Arieh and Steven Q. Simpson --
Part II: Analytics for healthcare delivery.
9. Systems Analytics: Modeling and optimizing clinic workflow and patient care / Eva K. Lee, Hany Y. Atallah, Michael D. Wright, Calvin Thomas, Eleanor T. Post, Daniel T. Wu and Leon L. Haley Jr --
10. A multiobjective simulation optimization of the macrolevel patient flow distribution / Yunzhe Qiu and Jie Song --
11. Analysis of resource intensive activity volumes in US hospitals / Shivon Boodhoo and Sanchoy Das --
12. Discrete-event simulation for primary care redesign: review and a case study / Xiang Zhong, Molly Williams, Jingshan Li, Sally A. Kraft and Jeffrey S. Sleeth --
13. Temporal and spatiotemporal models for ambulance demand / Zhengyi Zhou and David S. Matteson --
14. Mathematical optimization and simulation analyses for optimal liver allocation boundaries / Naoru Koizumi [and others] --
15. Predictive analytics in 30-day hospital readmissions for heart failure patients / Si-Chi Chin, Rui Liu and Senjuti B. Roy --
16. Heterogeneous sensing and predictive modeling of postoperative outcomes / Yun Chen, Fabio Leonelli and Hui Yang --
17. Analyzing patient -- physician interaction in consultation for shared decision making / Thembi Mdluli, Joyatee Sarker, Carolina Vivas-Valencia, Nan Kong and Cleveland G. Shields --
18. The history and modern applications of insurance claims data in healthcare research / Margrâet V. Bjarndâottir, David Czerwinski and Yihan Guan --
19. Understanding the role of social media in healthcare via analytics: a health plan perspective / Sinjini Mitra and Rema Padman.

"Healthcare Analytics: From Date to Knowledge to Healthcare Improvement provides an integrated and comprehensive treatment on recent research advancements in data-driven healthcare analytics in an effort to provide more personalized and smarter healthcare services. Emphasizing data and healthcare analytics from an operational management and statistical perspective, the book details how analytical methods and tools can utilized to enhance healthcare quality and operational efficiency." --

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