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· 분류 : 외국도서 > 과학/수학/생태 > 과학 > 생명공학
· ISBN : 9780128216330
· 쪽수 : 372쪽
· 출판일 : 2021-06-14
목차
Part 1: Big Data in Healthcare Analytics 1. Big Data in Healthcare Systems - Introduction, Challenges, and Applications 2. Foundations of Healthcare Informatics 3. Advanced Decision-Making using Healthcare Data Analytics Tools and Techniques 4. Emergence of Decision Support Systems in Healthcare 5. Big Data based frameworks for Healthcare Systems 6. Predictive Analysis and Modelling in Healthcare Systems 7. Security and Privacy Issues in Healthcare Systems 8. Role of Social Media in Healthcare Analytics 9. Big Data based Case Studies for Healthcare Analytics: Smart Ambulance, Semantic Framework in Healthcare, Disease Prediction Electronic Health Records IoT and Big Data Integration in Healthcare for smart health monitoring, Clinical Decision Support Systems, Precision Medicine, and Smart Hospitals
Part 2: Machine Learning and Deep Learning for Healthcare
10. Machine Learning and Deep Learning Paradigms in Healthcare Systems and Informatics 11. Machine Learning and Deep Learning frameworks for Healthcare Systems 12. Algorithmic Frameworks for Healthcare Systems 13. ML and DL Based Case Studies: Disease Identification and Drug Discovery, Smart Operations Assistance, Neocritical Care, Hospital Logistics and Medical Imaging