Privacy preservation of genomic and medical data için kapak resmi
Başlık:
Privacy preservation of genomic and medical data
Yazar:
Tyagi, Amit Kumar, editor.
ISBN:
9781394213726

9781394213719
Fiziksel Tanımlama:
1 online resource
İçerik:
Cover -- Title Page -- Copyright Page -- Contents -- Preface -- Acknowledgements -- Part 1: Fundamentals -- Chapter 1 Introduction to Genomics and Genetics -- 1.1 Introduction -- 1.2 Hub of Genomics -- 1.3 Genome Sequencing Methods -- 1.4 Variation of Genome Sequencing -- 1.5 Diseases and Disorders -- 1.6 Future Prospects -- 1.7 Conclusion -- References -- Chapter 2 An Overview of Genomics and Frontiers in Genetics for Smart Era -- 2.1 Introduction -- 2.1.1 Organization of Chapter -- 2.2 Application of Genomes-The Frontiers in Genetics -- 2.2.1 Personalized Medicine -- 2.2.2 Agriculture -- 2.2.3 Conservation Biology -- 2.2.4 Forensics -- 2.2.5 Evolutionary Studies -- 2.2.6 Biotechnology -- 2.2.7 Gene Therapy -- 2.3 Genomics in Military -- 2.3.1 Potential Career Impact Due to Genetic Variation -- 2.3.2 Challenges Remain -- 2.4 Genomics in Medicine -- 2.4.1 Cancer Genomics -- 2.4.2 Counseling in Genetics -- 2.4.3 Personalized Medicine -- 2.5 International Projects -- 2.5.1 Human Genome Project -- 2.5.2 The All of Us Research Program -- 2.5.3 The Transformation of Genomics -- 2.5.4 When All Come Together to Develop Systems Medicine -- 2.5.5 Interaction Between Genetic and Environmental Factors -- 2.6 Case Study -- 2.6.1 Target Therapies for Cancer -- 2.6.2 Pharmacogenomics and Drug Dosing -- 2.6.3 Precision Medicine in Cardiology -- 2.6.4 Personalized Treatment for Cystic Fibrosis -- 2.6.5 Diabetic Type 2 in Genomes -- 2.7 Conclusion -- References -- Chapter 3 Technical Trends in Public Healthcare and Medical Engineering -- 3.1 Introduction -- 3.2 Background Work -- 3.2.1 Recent Technologies in Healthcare and Medical Engineering -- 3.2.1.1 The Internet of Medical Things -- 3.2.1.2 Blockchain -- 3.2.1.3 Nanotechnology -- 3.2.1.4 Cloud Computing -- 3.2.1.5 Big Data and E-Health -- 3.2.1.6 Virtual Clinical Trials.

3.2.1.7 3D Printing for Healthcare and Medical Engineering -- 3.2.1.8 Telemedicine -- 3.2.2 Advancement in Healthcare and Medical Engineering -- 3.3 Current Scenario of Public Healthcare System and Medical Engineering -- 3.4 Role of AI in Healthcare -- 3.5 Technological Analysis for Healthcare System and Medical Engineering -- 3.5.1 Need of Advancement in Public Healthcare System -- 3.5.2 Advance Technology Role in Healthcare System -- 3.6 Future Aspects of AI in Healthcare and Medical Engineering -- 3.7 Conclusion -- 3.8 Future Aspect -- References -- Chapter 4 Role of Genomics in Smart Era and Its Application in COVID-19 -- 4.1 Introduction -- 4.2 Basics of Genomics -- 4.3 Evolution of Genomics -- 4.4 Characteristics of Genomics and DNA Computing -- 4.4.1 Genomics -- 4.4.2 DNA Computing -- 4.5 Types of Genomics -- 4.5.1 Structural Genomics -- 4.5.2 Function Genomics -- 4.5.3 Metagenomics -- 4.5.4 Epigenomics -- 4.6 Application Area of Genomics -- 4.7 Application of DNA Computing -- 4.8 Genomics and DNA Computing in COVID-19 Epidemic -- 4.9 Issues in Genomics and DNA Computing -- 4.10 Tools and Technology Used in Genomics Systems -- 4.11 Role of AI Technology Used in Genomics Systems -- 4.12 Related Works and Challenges -- 4.13 Future Research Dimension -- 4.14 Conclusion -- References -- Part 2: Methods and Applications -- Chapter 5 Novel Cutting-Edge Security Tools for Medical and Genomic Data With Privacy Preservation Techniques -- 5.1 Introduction -- 5.2 Background of Genomic -- 5.3 Literature Review -- 5.4 Highlights of the Proposed Methodologies -- 5.5 Results and Discussion -- 5.6 Conclusion -- References -- Chapter 6 Genomic Data Analysis With Optimized Convolutional Neural Network (CNN) for Edge Applications -- 6.1 Introduction -- 6.2 Related Work -- 6.3 Proposed Methodology -- 6.4 Conclusion -- References.

Chapter 7 Real-World Estimation of Malaria Prevalence From Genome of Vectors and Climate Analysis -- 7.1 Introduction -- 7.2 Significance of Estimation of Malaria Prevalence From Genome of Vectors and Climate Analysis -- 7.2.1 Related Work -- 7.3 Proposed Methodology -- 7.3.1 Classification Approach -- 7.3.2 Nonlinear Regression Approach -- 7.4 Conclusion -- References -- Chapter 8 Revolutionalizing Internet of Medical Things for Blockchain-Based 5G Healthcare Security and Privacy for Genomic Data -- 8.1 Introduction -- 8.1.1 Genomics Data -- 8.2 Internet of Things in Healthcare and Medical Applications (IoMT) -- 8.2.1 Benefits of IoMT -- 8.2.2 Adopting Blockchain Technology in Healthcare and Medical Applications-A General Scenario -- 8.2.3 The Cryptography Behind Blockchain -- 8.2.4 Hash Functions -- 8.2.5 Public Key Cryptography -- 8.3 Limitations of Existing Technologies in Healthcare Applications -- 8.4 Solving Healthcare Problems Using BCT -- 8.4.1 Problems in Drug Discovery -- 8.4.2 Blockchain Application to Solve Problems in Drug Discovery -- 8.4.3 Patient Data Management -- 8.4.4 Blockchain Application to Solve Patient Data Management -- 8.5 Proposed Model for 5G Healthcare -- 8.5.1 Access Security and Data Privacy -- 8.5.2 Algorithm -- 8.6 Experimental Setup and Discussion -- 8.7 Results -- 8.8 Conclusion -- References -- Chapter 9 Preserve Privacy-HD: A Privacy-Preserving Distributed Framework for Health Data -- 9.1 Introduction -- 9.1.1 Motivation -- 9.1.2 Medical Data and Interoperatability -- 9.2 Organization of Chapter -- 9.3 Related Work -- 9.4 Proposed Methodology -- 9.5 Complexity Analysis -- 9.6 Conclusion -- References -- Part 3: Future-Based Applications -- Chapter 10 Decision and Recommendation System Services for Patient Using Artificial Intelligence -- 10.1 Introduction -- 10.1.1 Effect of Internet of Medical Things Attacks.

10.1.2 Basic Structure of Defensive Plan -- 10.1.3 Security/Defense Mechanism -- 10.2 Literature Review -- 10.2.1 Healthcare Safety -- 10.2.2 Intrusion Detection -- 10.2.2.1 Types of Techniques in Intrusion Detection Systems -- 10.2.3 Anomaly Detection -- 10.2.3.1 Process of Identifying Anomalies -- 10.2.3.2 Researches on Anomaly Detection -- 10.2.3.3 Types of Anomalies -- 10.2.4 Machine Learning -- 10.3 Proposed Methodology -- 10.3.1 Pre-Processing -- 10.3.1.1 Categorization of Protocols -- 10.3.1.2 Detection Model -- 10.4 Implementation and Results Analysis -- 10.5 Results and Discussion -- 10.6 Conclusion -- References -- Chapter 11 MPHDRDNN: Meticulous Presaging of Heart Disease by Regularized DNN Through GUI -- 11.1 Introduction -- 11.2 Literature Study -- 11.3 Proposed Methodology -- 11.3.1 Proposed Flowchart of Work -- 11.4 Performance Evaluation Metrics -- 11.4.1 L1 Regularization -- 11.4.2 Implementation With L1 and L2 Reg-DNN -- 11.4.2.1 How to Implement in This Proposed Work L2 and L1 Regularization -- 11.4.2.2 Lasso Relapse -- 11.4.2.3 Edge Relapse -- 11.4.3 Graphical User System Model -- 11.5 Results and Implementation Process for Building a GUI -- 11.6 Conclusion and Future Scope -- 11.6.1 Comparative Performance Reg-DNN With Other Existing Work -- Acknowledgment -- References -- Chapter 12 Techniques for Removing Hair From Dermoscopic Images: A Survey of Current Approaches -- 12.1 Introduction -- 12.1.1 Organization of Chapter -- 12.2 Inpainting Techniques Used for Hair Removal From Dermoscopic Images -- 12.2.1 Diffusion-Based Inpainting -- 12.2.2 Texture Synthesis-Based Inpainting -- 12.2.3 Exemplar and Search-Based Inpainting -- 12.2.4 Wavelet Transform-Based Inpainting -- 12.2.5 Fast Marching Method Inpainting -- 12.2.6 Deep Learning Image Inpainting -- 12.3 Hair Removal Approaches From Dermoscopic Images.

12.3.1 Unsupervised Approaches -- 12.3.1.1 Filtering-Based Hair Removal Approaches -- 12.3.1.2 Morphological-Based Hair Removal Approaches -- 12.3.1.3 Edge-Based Hair Removal Approaches -- 12.3.2 Supervised Approaches -- 12.4 Results and Discussion -- 12.5 Conclusion -- Acknowledgment -- References -- Chapter 13 The Emergence of Blockchain Technology in Industrial Revolution 5.0 -- 13.1 Introduction -- 13.2 Literature Survey -- 13.3 Evolution of Web Technology in Association With Blockchain -- 13.3.1 Superior Security and Privacy -- 13.3.2 Gravitation Toward Cryptocurrency -- 13.3.3 Participant Providence in Industries by Web 3.0 -- 13.3.3.1 Currency Exchange Procedures -- 13.3.3.2 Social Media and Messaging Platforms -- 13.3.3.3 Browsers -- 13.3.3.4 Banking and Finance Industries -- 13.4 Understanding of Basic Key Terminologies -- 13.4.1 Distributed Ledger Technology -- 13.4.2 Mining -- 13.4.3 Consensus Mechanisms and Protocols -- 13.4.3.1 Double Spending Problem -- 13.4.3.2 Byzantine General Problem -- 13.5 Industrial Components Associated With Blockchain -- 13.5.1 Cryptocurrency -- 13.5.2 Decentralized Applications (DApps) -- 13.5.3 Smart Contracts -- 13.6 Contribution of Blockchain for Revolutionizing Industrial Aspects -- 13.6.1 Introducing the Ethereum Network -- 13.6.1.1 Ethereum Virtual Machine -- 13.6.1.2 Cloud Computing -- 13.6.2 Implementation of Blockchain for Enhancing Security and Privacy -- 13.6.3 Development of Token Economy Based on Cryptocurrency -- 13.6.4 Developing the Market for Smart Real Estate -- 13.6.4.1 Platforms and Marketplaces -- 13.6.4.2 No Intermediaries -- 13.6.4.3 Illiquid Characteristics of Real Estate -- 13.6.4.4 Fractional Ownership of Real Estate -- 13.6.4.5 Decentralization -- 13.6.4.6 Costs -- 13.6.5 Development of Supply Chain Management Systems Based on Distributed Ledgers.
Özet:
PRIVACY PRESERVATION of GENOMIC and MEDICAL DATA Discusses topics concerning the privacy preservation of genomic data in the digital era, including data security, data standards, and privacy laws so that researchers in biomedical informatics, computer privacy and ELSI can assess the latest advances in privacy-preserving techniques for the protection of human genomic data. Privacy Preservation of Genomic and Medical Data focuses on genomic data sources, analytical tools, and the importance of privacy preservation. Topics discussed include tensor flow and Bio-Weka, privacy laws, HIPAA, and other emerging technologies like Internet of Things, IoT-based cloud environments, cloud computing, edge computing, and blockchain technology for smart applications. The book starts with an introduction to genomes, genomics, genetics, transcriptomes, proteomes, and other basic concepts of modern molecular biology. DNA sequencing methodology, DNA-binding proteins, and other related terms concerning genomes and genetics, and the privacy issues are discussed in detail. The book also focuses on genomic data sources, analyzing tools, and the importance of privacy preservation. It concludes with future predictions for genomic and genomic privacy, emerging technologies, and applications. Audience Researchers in information technology, data mining, health informatics and health technologies, clinical informatics, bioinformatics, security and privacy in healthcare, as well as health policy developers in public and private health departments and public health.
Notlar:
John Wiley and Sons
Yazar Ek Girişi:
Ayırtma:
Kopya:

Rafta:*

Kütüphane
Materyal Türü
Demirbaş Numarası
Yer Numarası
Durumu/İade Tarihi
Materyal Ayırtma
Arıyor...
E-Kitap 598731-1001 R859.7 .S43 P75 2024
Arıyor...

On Order