图书简介
This class-tested textbook is designed for a semester-long graduate, or senior undergraduate course on Computational Health Informatics. Integrating a computer science perspective with a clinical perspective, the book is designed to prepare computer science students for careers in computational health informatics and medical data analysis.
Introduction. Introduction to Informatics. Model and Informatics. Medical Informatics. Motivation. Components of Health Informatics. Integrating Health Records. Transmission of Health Records. Summary. Assessment. Background and Fundamental Concepts. Foundations of Computational Techniques. Databases. AI Techniques. Physiology. Internet Based Transmission. Multimedia and Compression. Summary. Assessment. Electronic Health Records. Introduction to Medical Databases. Differing Views of EMR. Master Patient Index. Virtual Medical Record. Retrieving Patient Information. HIPPA. Privacy and Security in Health Information. Transmitting Patient Information. Health Information Exchange. EHR and Care Coordination. Summary. Assessment. Intelligent Techniques. Machine Learning. Hidden Markov Models. Regression Analysis. Ontology and Interoperability. Natural Language Understanding. Intelligent Text Extraction. Summary. Assessment. Medical Signal Analysis. Electrocardiograph Analysis. Heart Diseases and ECG. EEG and MEG Analysis. EMG Analysis. Summary. Assessment. Medical Imaging. Role of Medical Images in Health Informatics. Acquisition of Medical Images. Image Analysis. Medical Image Archival and Transmission. Application of Image Analysis. Summary. Assessment. Biomarkers and Drug Development. Genomics. Proteomics and Pathways. Bioinformatics in Vaccine Development. Bioinformatics in Antibodies. Summary. Assessment. Clinical Data Analysis. Clinical Data Classification. Decision Support Systems. Disease Identification. Pharmokinetics and Pharmacodynamics. Summary. Assessment. Mobile Health and Remote Monitoring. Remote Monitoring. Mobile Monitoring. Assessment. Conclusion and Future of Health Informatics.
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