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Healthcare Data Analytics
Chandan K. Reddy, Charu C. Aggarwal, Chandan K. Reddy, Charu C. Aggarwal
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- 760 pages
- English
- PDF
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eBook - PDF
Healthcare Data Analytics
Chandan K. Reddy, Charu C. Aggarwal, Chandan K. Reddy, Charu C. Aggarwal
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About This Book
At the intersection of computer science and healthcare, data analytics has emerged as a promising tool for solving problems across many healthcare-related disciplines. Supplying a comprehensive overview of recent healthcare analytics research, Healthcare Data Analytics provides a clear understanding of the analytical techniques currently available
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Information
Chapter
1
An
Introduction
to
Healthcare
Data
Analytics
Chandan
K.
Reddy
Department
of
Computer
Science
Wayne
State
University
Detroit,
MI
Charu
C.
Aggarwal
IBM
T.
J.
Watson
Research
Center
Yorktown
Heights,
NY
1.1
Introduction
......................................................................
2
1.2
Healthcare
Data
Sources
and
Basic
Analytics
......................................
5
1.2.1
Electronic
Health
Records
................................................
5
1.2.2
Biomedical
Image
Analysis
...............................................
5
1.2.3
Sensor
Data
Analysis
.....................................................
6
1.2.4
Biomedical
Signal
Analysis
...............................................
6
1.2.5
Genomic
Data
Analysis
...................................................
6
1.2.6
Clinical
Text
Mining
.....................................................
7
1.2.7
Mining
Biomedical
Literature
.............................................
8
1.2.8
Social
Media
Analysis
....................................................
8
1.3
Advanced
Data
Analytics
for
Healthcare
...........................................
9
1.3.1
Clinical
Prediction
Models
................................................
9
1.3.2
Temporal
Data
Mining
....................................................
9
1.3.3
Visual
Analytics
..........................................................
10
1.3.4
ClinicoâGenomic
Data
Integration
........................................
10
1.3.5
Information
Retrieval
.....................................................
11
1.3.6
Privacy-Preserving
Data
Publishing
.......................................
11
1.4
Applications
and
Practical
Systems
for
Healthcare
.................................
12
1.4.1
Data
Analytics
for
Pervasive
Health
.......................................
12
1.4.2
Healthcare
Fraud
Detection
...............................................
12
1.4.3
Data
Analytics
for
Pharmaceutical
Discoveries
............................
13
1.4.4
Clinical
Decision
Support
Systems
........................................
13
1.4.5
Computer-Aided
Diagnosis
...............................................
14
1.4.6
Mobile
Imaging
for
Biomedical
Applications
..............................
14
1.5
Resources
for
Healthcare
Data
Analytics
...........................................
14
1.6
Conclusions
......................................................................
15
Bibliography
.....................................................................
15
1
Table of contents
- Cover
- Contents
- Editor Biographies
- Contributors
- Preface
- Chapter 1: An Introduction to Healthcare Data Analytics
- Part I: Healthcare Data Sources and Basic Analytics
- Chapter 2: Electronic Health Records: A Survey
- Chapter 3: Biomedical Image Analysis
- Chapter 4: Mining of Sensor Data in Healthcare: A Survey
- Chapter 5: Biomedical Signal Analysis
- Chapter 6: Genomic Data Analysis for Personalized Medicine
- Chapter 7: Natural Language Processing and Data Mining for Clinical Text
- Chapter 8: Mining the Biomedical Literature
- Chapter 9: Social Media Analytics for Healthcare
- Part II: Advanced Data Analytics for Healthcare
- Chapter 10: A Review of Clinical Prediction Models
- Chapter 11: Temporal Data Mining for Healthcare Data
- Chapter 12: Visual Analytics for Healthcare
- Chapter 13: Predictive Models for Integrating Clinical and Genomic Data
- Chapter 14: Information Retrieval for Healthcare
- Chapter 15: Privacy-Preserving Data Publishing Methods in Healthcare
- Part III: Applications and Practical Systems for Healthcare
- Chapter 16: Data Analytics for Pervasive Health
- Chapter 17: Fraud Detection in Healthcare
- Chapter 18: Data Analytics for Pharmaceutical Discoveries
- Chapter 19: Clinical Decision Support Systems
- Chapter 20: Computer-Assisted Medical Image Analysis Systems
- Chapter 21: Mobile Imaging and Analytics for Biomedical Data
- Color Inserts
- Back Cover