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E-book

Title Connected Health in Smart Cities / Abdulmotaleb El Saddik, M. Shamin Hossain, Burak Kantarci, editors
Published Cham : Springer, 2020

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Description 1 online resource (262 pages)
Contents Intro; Preface; Contents; Image Recognition-Based Tool for Food Recording and Analysis: FoodLog; 1 Food Recording Tool Using Analysis: FoodLog; 2 Trends Visible from FoodLog Data: (1) Frequent Foods; 3 Trends Visible from FoodLog Data: (2) Food Frequency Temporal Changes; 4 Conclusion; References; A Gesture-Based Interface for Remote Surgery; 1 Introduction; 2 Materials and Methods Used in Our System; 3 Results in a Simulated Environment; 4 Discussion; 5 Conclusion and Future Work; References; Deep Learning in Smart Health: Methodologies, Applications, Challenges; 1 Introduction
2 Evolution of Deep Learning3 Deep Learning-Based Methods; 3.1 Deep Feed-Forward Networks; 3.2 Linear Factor Models; 3.2.1 Probabilistic Principal Component Analysis (PCA); 3.2.2 Independent Component Analysis (ICA); 3.3 Autoencoder; 3.4 Convolutional Neural Network (CNN); 3.4.1 CNN Architecture; 3.5 Deep Belief Network (DBN); 3.6 Boltzmann Machine (BM); 3.7 Restricted Boltzmann Machines (RBM); 3.8 Variational Autoencoders (VAE); 3.9 Auto-Regressive (AR) Model; 3.10 Nonlinear Auto-Regressive (NAR) Neural Networks; 4 Applications; 4.1 BioInformatics; 4.2 Medical Imaging
4.3 Predictive Analytics5 Challenges in Deep Learning; 6 Conclusion; References; Emotional States Detection Approaches Based on Physiological Signals for Healthcare Applications: A Review; 1 Introduction; 2 Used Physiological Signals for Emotional State Detection; 3 Machine and/or DL Approaches for Emotion Recognition Based on Physiological Signals; 4 Available Databases for the Emotion Recognition Task; 5 Challenges and Future Research Directions; 6 Conclusion; References; Toward Uniform Smart Healthcare Ecosystems: A Survey on Prospects, Security, and Privacy Considerations; 1 Introduction
2 Smart Healthcare Applications2.1 Clinical-Grade Healthcare Applications; 2.2 Non-clinical Healthcare Applications; 2.3 Logistical and Infrastructure Healthcare Applications; 2.4 Summary; 3 System Architecture; 3.1 Data Acquisition and Sensing; 3.2 Data Concentration and Aggregation; 3.3 Data Processing: Structure and Algorithms; 4 Smart Healthcare Vulnerabilities; 5 Security and Privacy of Field Devices; 5.1 Common Threats and Proposed Solutions; 5.2 Specificities of Smart Healthcare Applications; 5.3 Summary; 6 Access Control, Identification, and Authentication; 6.1 Access Control
6.2 Identification and Authentication6.3 Data Trustworthiness; 7 Future Directions and Open Issues; 8 Summary and Concluding Remarks; References; Biofeedback in Healthcare: State of the Art and Meta Review; 1 Introduction; 1.1 Biofeedback Techniques: Background; 1.2 Biofeedback Technology: Previous Reviews; 2 Biofeedback and Sensory Technologies; 2.1 Sensors Overview; 2.2 Involuntary and Blood Sensors; 2.2.1 Involuntary Sensors; 2.2.2 Blood Sensors; 3 Biofeedback-Based Healthcare Systems; 4 Challenges and Future Directions; 5 Conclusion; References
Summary This book reports on the theoretical foundations, fundamental applications and latest advances in various aspects of connected services for health information systems. The twelve chapters highlight state-of-the-art approaches, methodologies and systems for the design, development, deployment and innovative use of multisensory systems and tools for health management in smart city ecosystems. They exploit technologies like deep learning, artificial intelligence, augmented and virtual reality, cyber physical systems and sensor networks. Presenting the latest developments, identifying remaining challenges, and outlining future research directions for sensing, computing, communications and security aspects of connected health systems, the book will mainly appeal to academic and industrial researchers in the areas of health information systems, smart cities, and augmented reality
Notes Health 4.0: Digital Twins for Health and Well-Being
Print version record
Subject Medical innovations.
Smart cities.
Biomedical engineering.
Cities and towns.
Inventions
Biomedical Technology
Cities
biomedical engineering.
cities.
Cities and towns
Biomedical engineering
Medical innovations
Smart cities
Form Electronic book
Author El Saddik, Abdulmotaleb, 1969-
Hossain, M. Shamim
Kantarci, Burak, 1981-
ISBN 3030278441
9783030278441