Emerging technologies in biomedical engineering and sustainable telemedicine

Emerging technologies in biomedical engineering and sustainable telemedicine / Jihad Alja'am, Somaya Al-Maadeed, Osama Halabi, editors.

This book presents the most recent research and applications in Biomedical Engineering, electronic health and TeleMedicine. Top-scholars and research leaders in the field contributed to the book. It covers a broad range of applications including smart platforms like DietHub which connects patients w...

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Bibliographic Details
Other Authors: Alja'am, Jihad (Editor), Al-Maadeed, Somaya (Editor), Halabi, Osama (Editor)
Format: eBook
Language:English
Published: Cham : Springer, [2021]
Series:Advances in science, technology & innovation.
Subjects:
Biomedical engineering.
Telecommunication in medicine.
biomedical engineering.
Biomedical engineering
Telecommunication in medicine
Online Access:Click for online access
Table of Contents:
  • Intro
  • Foreword
  • Introduction
  • Contents
  • 1 Internet of Medical Things (IoMT) Applications in E-Health Systems Context
  • 1 Introduction
  • 2 Systematic Mapping Methodology
  • 2.1 Definition of Research Questions
  • 2.2 Conduct Search for Primary Studies
  • 2.3 Screening of Papers for Inclusion and Exclusion
  • 2.4 Keywording of Abstracts
  • 2.5 Data Extraction and Mapping of Papers
  • 3 Results and Discussions
  • 3.1 Infrastructure
  • 3.2 Applications
  • 3.3 Target of Monitoring
  • 3.4 Evaluation Method
  • 4 Research Challenges and Opportunities
  • 4.1 Limited IoT Devices' Capacity
  • 4.2 System Availability
  • 4.3 Integration, Interoperability, and Standardization
  • 4.4 Data Security
  • 5 Final Considerations
  • References
  • 2 Artificial Intelligent and Machine Learning Methods in Bioinformatics and Medical Informatics
  • Abstract
  • 1 Introduction
  • 2 Artificial Intelligence and Machine Learning
  • 2.1 Supervised Learning
  • 2.2 Unsupervised Learning
  • 2.3 Reinforcement Learning
  • 2.4 Recommender Systems
  • 3 Machine Learning for Health Informatics
  • 3.1 Genomics
  • 3.2 Microarray
  • Grid Line Algorithm
  • Foreground Separation Algorithm
  • Quality Assurance Process
  • Quantification and Normalization
  • 3.3 Proteomics
  • 3.4 Text Mining Methods
  • 3.5 Systems Biology
  • 4 Review Questions
  • References
  • 3 Human Facial Age Estimation: Handcrafted Features Versus Deep Features
  • 1 Introduction
  • 2 Background
  • 3 Proposed Approach
  • 3.1 Face Preprocessing
  • 3.2 Feature Extraction
  • 3.3 Age Estimation
  • 4 Experiments and Results
  • 4.1 FG-NET
  • 4.2 PAL
  • 4.3 FACES
  • 5 Conclusion
  • References
  • 4 Multi-scale Multi-block Covariance Descriptor for a Compact Face Texture Representation: Application to Kinship Verification
  • 1 Introduction
  • 2 Related Work
  • 3 Face Descriptors: Background
  • 3.1 Local Binary Patterns (LBP) Descriptor
  • 3.2 HOG Descriptor
  • 4 Proposed Scheme
  • 4.1 Covariance Descriptor
  • 4.2 Pyramid Multi-Level (PML) Face Representation
  • 4.3 PML Covariance Descriptor
  • 4.4 Kinship Verification
  • 4.5 Fisher Score Feature Selection
  • 5 Experimental Results
  • 6 Conclusion
  • References
  • 5 Continuous Wavelet Analysis and Extraction of ECG Features
  • Abstract
  • 1 Introduction
  • 2 Continuous Wavelet Transform and Time-Scale Analysis of ECG Signal
  • 2.1 Limitations of Fourier Frequency Analysis
  • 2.2 Continuous Wavelet Transform (CWT)
  • Definition
  • Wavelet Properties
  • Main Wavelet Functions
  • ECG Analysis and Scalogram
  • 2.3 Criterion Choice of Mother Wavelet for ECG Analysis
  • 3 CWT-Based Algorithm for ECG Features
  • 3.1 R-Peak Detection
  • 3.2 Q and S Points Detection
  • 3.3 Detection of P and T Waves
  • 4 Result and Performances
  • 4.1 MIT-BIH Database Description
  • 4.2 Parameters Evaluation
  • 4.3 Robustness of the Proposed Algorithm
  • 5 Conclusion
  • References

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