Infectious Disease Informatics : Syndromic Surveillance for Public Health and Bio-Defense

by Hsinchun Chen, Daniel Zeng, Ping Yan

Computer-based infectious disease surveillance systems are capable of real-time or near real-time detection of serious illnesses and potential bioterrorism agent exposures and represent a major step forward in disease surveillance. Infectious Disease Informatics: Syndromic Surveillance for Public Health and Bio-Defense is an in-depth monograph that analyzes and evaluates the outbreak modeling and detection capabilities of existing surveillance systems under a unified framework, and presents the first book-length coverage of the subject from an informatics-driven perspective. Individual chapter

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Year of publication:	2010 ; 1
Authors:	Chen, Hsinchun
Other Persons:	Zeng, Daniel (contributor) ; Yan, Ping (contributor)
Publisher:	New York [u.a.] : Springer
Subject:	Infektionskrankheit \| Infectious disease \| Gesundheitswesen \| Health care system \| Gesundheitspolitik \| Health policy \| Gesundheitsvorsorge \| Preventive care \| Gesundheitsversorgung \| Health care
Description of contents:	Table of Contents [gbv.de]

Extent:	Online-Ressource v.: digital
Series:	Integrated Series in Information Systems ; 21
Type of publication:	Book / Working Paper
Language:	English
Notes:	Includes bibliographical references and index 147689_1_En_BookFrontmatter_OnlinePDF.pdf; INFECTIOUS DISEASE INFORMATICS; TABLE OF CONTENTS; PREFACE; AUTHOR BIOGRAPHIES; ACKNOWLEDGMENTS; LIST OF FIGURES; LIST OF TABLES; 147689_1_En_1_PartFrontmatter_OnlinePDF.pdf; Part I; SYNDROMIC SURVEILLANCESYSTEMS; 147689_1_En_1_Chapter_OnlinePDF.pdf; Chapter 1; INFECTIOUS DISEASE INFORMATICS:AN INTRODUCTION AND AN ANALYSISFRAMEWORK; 147689_1_En_2_Chapter_OnlinePDF.pdf; Chapter 2; PUBLIC HEALTH SYNDROMIC SURVEILLANCE SYSTEMS; 147689_1_En_3_Chapter_OnlinePDF.pdf; Chapter 3; SYNDROMIC SURVEILLANCE DATA SOURCES AND COLLECTION STRATEGIES 1. DATA SOURCES FOR PUBLIC HEALTH SYNDROMIC SURVEILLANCE1.1 Comparison of Data Sources; 2. STANDARDIZED VOCABULARIES; 2.1 Existing Data Standards Used in Syndromic Surveillance; 3. DATA ENTRY AND DATA TRANSMISSION; 3.1 Data Entry Approaches; 3.2 Secure Data Transmission; 147689_1_En_4_Chapter_OnlinePDF.pdf; Chapter 4; DATA ANALYSIS AND OUTBREAK DETECTION; 1. SYNDROME CLASSIFICATION; 1.1 Syndrome Classification Approaches; 1.2 Performance of Syndrome Classification Approaches; 2. A TAXONOMY OF OUTBREAK DETECTION METHODS; 2.1 Retrospective vs. Prospective Syndromic Surveillance 2.2 Temporal, Spatial, and Spatial-Temporal Outbreak Detection Methods3. TEMPORAL DATA ANALYSIS; 3.1 Statistical Process Control (SPC)-Based Anomaly Detection; 3.2 Serfling Statistic; 3.3 Autoregressive Model-Based Anomaly Detection; 3.4 Hidden Markov Model (HMM)-Based Models; 4. SPATIAL DATA ANALYSIS; 4.1 Generalized Linear Mixed Models and SMART Algorithm; 4.2 Spatial Scan Statistic and Its Variations; 4.3 Risk-Adjusted Support Vector Clustering (RSVC)Algorithm; 5. SPATIAL-TEMPORAL DATA ANALYSIS; 5.1 Rule-Based Anomaly Detection with Bayesian Network Modeling 5.2 Population-Wide Anomaly Detection and Assessment (PANDA)6. MONITORING MULTIPLE DATA STREAMS; 7. SPECIAL EVENTS SURVEILLANCE; 8. SUMMARY OF DATA ANALYSIS PROCESS FOR SYNDROMIC SURVEILLANCE; 147689_1_En_5_Chapter_OnlinePDF.pdf; Chapter 5; DATA VISUALIZATION, INFORMATION DISSEMINATION, AND ALERTING; 1. SCOPE AND TAXONOMY; 2. VISUAL INFORMATION DISPLAY; 2.1 Visualization of Time-Series Data; 2.2 Visualization of Spatial Information; 2.3 GIS for Disease Event Visualization; 2.4 Spatial-Temporal Disease Modeling and Other Visualization Examples; 3. INTERACTIVE VISUAL DATA EXPLORATION 4. SUMMARY OF DATA VISUALIZATION IN SYNDROMIC SURVEILLANCE APPLICATIONS5. INFORMATION DISSEMINATION AND REPORTING; 147689_1_En_6_Chapter_OnlinePDF.pdf; Chapter 6; SYSTEM ASSESSMENT AND EVALUATION; 1. SYNDROMIC SURVEILLANCE SYSTEMEVALUATION FRAMEWORK; 2. EVALUATION OF OUTBREAK DETECTION ALGORITHMS; 2.2 Real Data Testing; 2.3 Fully Synthetic Data Testing; 2.4 Semisynthetic Data Testing; 2.5 Evaluation Metrics for Outbreak Detection Algorithms; 2.6 Summary of Representative Evaluation Studies; 3. EVALUATION OF DATA COLLECTION AND INFORMATION DISSEMINATION COMPONENTS 4. ASSESSMENT OF INTERFACE FEATURES AND SYSTEM USABILITY Electronic reproduction; Available via World Wide Web
ISBN:	978-1-4419-1278-7 ; 978-1-4419-1277-0
Other identifiers:	10.1007/978-1-4419-1278-7 [DOI]
Source:	ECONIS - Online Catalogue of the ZBW

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