Healthcare data analytics. (2015)

• Record Type: Book
• Further Information: Note: Edited by Chandan K. Reddy, Charu C. Aggarwal.
• Editors: Reddy, Chandan K, 1980-; Aggarwal, Charu C
• Contents: An Introduction to Healthcare Data Analytics ; Chandan K. Reddy and Charu C. Aggarwal; Introduction; Healthcare Data Sources and Basic Analytics; Advanced Data Analytics for Healthcare; Applications and Practical Systems for Healthcare; Resources for Healthcare Data Analytics; Conclusions; ; HEALTHCARE DATA SOURCES AND BASIC ANALYTICS; ; Electronic Health Records : A Survey ; Rajiur Rahman and Chandan K. Reddy; Introduction; History of EHR; Components of HER; Coding Systems; Benefits of EHR; Barriers to Adopting EHR; Challenges of Using EHR Data; Phenotyping Algorithms; Conclusions; ; Biomedical Image Analysis ; Dirk Padfield, Paulo Mendonca, and Sandeep Gupta; Introduction; Biomedical Imaging Modalities; Object Detection; Image Segmentation; Image Registration; Feature Extraction; Conclusion and Future Work; ; Mining of Sensor Data in Healthcare: A Survey ; Daby Sow, Kiran K. Turaga, Deepak S. Turaga, and Michael Schmidt; Introduction; Mining Sensor Data in Medical Informatics: Scope and Challenges; Challenges in Healthcare Data Analysis; Sensor Data Mining Applications; Nonclinical Healthcare Applications; Summary and Concluding Remarks; ; Biomedical Signal Analysis ; Abhijit Patil, Rajesh Langoju, Suresh Joel, Bhushan D. Patil, and Sahika Genc; Introduction; Types of Biomedical Signals; ECG Signal Analysis; Denoising of Signals; Multivariate Biomedical Signal Analysis; Cross-Correlation Analysis; Recent Trends in Biomedical Signal Analysis; Discussions; ; Genomic Data Analysis for Personalized Medicine; Juan Cui; Introduction; Genomic Data Generation; Methods and Standards for Genomic Data Analysis; Types of Computational Genomics Studies towards Personalized Medicine; Genetic and Genomic Studies to theBedside of Personalized Medicine; Concluding Remarks; ; Natural Language Processing and Data Mining for Clinical Text ; Kalpana Raja and Siddhartha R. Jonnalagadda; Introduction; Natural Language Processing; Mining Information from Clinical Text; Challenges of Processing Clinical Reports; Clinical Applications; Conclusions; ; Mining the Biomedical Literature ; Claudiu Mihaila, Riza Batista-Navarro, Noha Alnazzawi, Georgios Kontonatsios, Ioannis Korkontzelos, Rafal Rak, Paul Thompson, and Sophia Ananiadou; Introduction; Resources; Terminology Acquisition and Management; InformationExtraction; Discourse Interpretation; Text Mining Environments; Applications; Integration with Clinical Text Mining; Conclusions; ; Social Media Analytics for Healthcare ; Alexander Kotov; Introduction; Social Media Analysis for Detection and Tracking of Infectious Disease; Social Media Analysis for Public Health Research; Analysis of Social Media Use in Healthcare; Conclusions and Future Directions; ; ADVANCED DATA ANALYTICS FOR HEALTHCARE; ; A Review of Clinical Prediction Models ; Chandan K. Reddy and Yan Li; Introduction; Basic Statistical Prediction Models; Alternative Clinical Prediction Models; Survival Models; Evaluation and Validation; Conclusion; ; Temporal Data Mining for Healthcare Data; Iyad Batal; Introduction; Association Analysis; Temporal Pattern Mining; Sensor Data Analysis; Other Temporal Modeling Methods; Resources; Summary; ; Visual Analytics for Healthcare ; David Gotz, Jesus Caban, and Annie T. Chen; Introduction; Introduction to Visual Analytics and Medical Data Visualization; Visual Analytics in Healthcare; Conclusion; ; Predictive Models for Integrating Clinical and Genomic Data ; Sanjoy Dey, Rohit Gupta, Michael Steinbach, and Vipin Kumar; Introduction; Issues and Challenges in Integrating Clinical and Genomic Data; Different Types of Integration; Different Goals of Integrative Studies; Validation; Discussion and Future Work; ; Information Retrieval for Healthcare ; William R. Hersh; Introduction; Knowledge-Based Information in Healthcare and Biomedicine; Content of Knowledge-Based Information Resources; Indexing; Retrieval; Evaluation; Research Directions; Conclusion; ; Privacy-Preserving Data Publishing Methods in Healthcare ; Yubin Park and Joydeep Ghosh; Introduction; Data Overview and Preprocessing; Privacy-Preserving Publishing Methods; Challenges with Health Data; Conclusion; ; APPLICATIONS AND PRACTICAL SYSTEMS FOR HEALTHCARE Data Analytics for Pervasive Health ; Giovanni Acampora, Diane J. Cook, Parisa Rashidi, and Athanasios V. Vasilakos; Introduction; Supporting Infrastructure and Technology; Basic Analytic Techniques; Advanced Analytic Techniques; Applications; Conclusions and Future Outlook; ; Fraud Detection in Healthcare ; Varun Chandola, Jack Schryver, and Sreenivas Sukumar; Introduction; Understanding Fraud in the Healthcare System; Definition and Types of Healthcare Fraud; Identifying Healthcare Fraud from Data; Knowledge Discovery-Based Solutions for Identifying Fraud; Conclusions; ; Data Analytics for Pharmaceutical Discoveries ; Shobeir Fakhraei, Eberechukwu Onukwugha, and Lise Getoor; Introduction; Chemical andBiologicalData; Spontaneous Reporting Systems (SRSs); Electronic Health Records; Patient-Generated Data on the Internet; Biomedical Literature; Summary and Future Challenges; ; Clinical Decision Support Systems ; Martin Alther and Chandan K. Reddy; Introduction; Historical Perspective; Various Types of CDSS; Decision Support during Care Provider Order Entry; Diagnostic Decision Support; Human-Intensive Techniques; Challenges of CDSS; Legal and Ethical Issues; Conclusion; ; Computer-Assisted Medical Image Analysis Systems ; Shu Liao, Shipeng Yu, Matthias Wolf, Gerardo Hermosillo, Yiqiang Zhan, Yoshihisa Shinagawa, Zhigang Peng, Xiang Sean Zhou, Luca Bogoni, and Marcos Salganicoff; Introduction; Computer-Aided Diagnosis/Detection of Diseases; Medical Imaging Case Studies; Conclusions; ; Mobile Imaging and Analytics for Biomedical Data ; Stephan M. Jonas and Thomas M. Deserno; Introduction; Image Formation; Data Visualization; Image Analysis; Image Management and Communication; ; Index;
• Edition: 1st
• Publisher Details: Boca Raton : Chapman & Hall/CRC
• Publication Date: 2015
• Extent: 1 online resource, illustrations (black and white)
• Subjects: 362.1068; Health services administration -- Data processing; Medical informatics
• Languages: English
• ISBNs: 9781482232127
• Related ISBNs: 9781482232110
• Notes: Note: Includes bibliographical references and index.; Note: Description based on CIP data; item not viewed.
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.