Artificial intelligence, Big data, blockchain and 5G for the digital transformation of the healthcare industry

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Author :
Publisher : Elsevier
ISBN 13 : 0443215995
Total Pages : 488 pages
Book Rating : 4.4/5 (432 download)

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Book Synopsis Artificial intelligence, Big data, blockchain and 5G for the digital transformation of the healthcare industry by : Patricia Ordonez de Pablos

Download or read book Artificial intelligence, Big data, blockchain and 5G for the digital transformation of the healthcare industry written by Patricia Ordonez de Pablos and published by Elsevier. This book was released on 2023-11-24 with total page 488 pages. Available in PDF, EPUB and Kindle. Book excerpt: ?Artificial intelligence, Big data, Blockchain and 5G for Digital Transformation of Healthcare Industry provides insights on the successes and failures in the field of IT and digital health during the pandemic and analyzes the lessons from these cases. The social and economic recovery after the pandemic requires urgent solutions for citizens, companies and economies around the world. From research centers, labs, hospitals and academia, researchers and academics are working collaboratively to explore new views and frameworks to develop solutions for emergent problems. Artificial intelligence, Big data, blockchain and 5G for digital transformation of healthcare industry includes cases highlighting the application of digital healthcare solutions from around the world. In 23 Chapters this book delivers a collection of relevant innovative research on digital healthcare, with a three mains goals: 1) study the successes and failures in the field of IT and digital health during the pandemic, and analyze the lessons from these cases; 2) discuss the latest advances in the field of digital healthcare, with a special focus on Artificial Intelligence, Big Data, Blockchain and 5G; and 3) discuss implications for main stakeholders (patients, doctors, IT experts, directors, policy managers. The global outbreak caused by covid-19 caused global disruption in societies, healthcare systems, and economies around the world. This book provides insight to Researchers, clinicians, CEOs and policy makers who need to learn from the failures and successes and exploit the potential of advanced information technologies to build stronger healthcare systems, better quality healthcare services, and more resilient societies. Delivers a collection of relevant innovative research on digital healthcare Discusses the latest advances in the field of digital healthcare, with a special focus on Artificial Intelligence, Big Data, Blockchain, and 5G Provides current lessons learned from the pandemic Includes case studies and experiences from around the world, including Asia, Europe, Gulf Region, Latin America, the United States, and more

Digital Health Transformation with Blockchain and Artificial Intelligence

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Author :
Publisher : CRC Press
ISBN 13 : 1000580946
Total Pages : 370 pages
Book Rating : 4.0/5 (5 download)

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Book Synopsis Digital Health Transformation with Blockchain and Artificial Intelligence by : Chinmay Chakraborty

Download or read book Digital Health Transformation with Blockchain and Artificial Intelligence written by Chinmay Chakraborty and published by CRC Press. This book was released on 2022-05-10 with total page 370 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book Digital Health Transformation with Blockchain and Artificial Intelligence covers the global digital revolution in the field of healthcare sector. The population has been overcoming the COVID-19 period; therefore, we need to establish intelligent digital healthcare systems using various emerging technologies like Blockchain and Artificial Intelligence. Internet of Medical Things is the technological revolution that has included the element of "smartness" in the healthcare industry and also identifying, monitoring, and informing service providers about the patient’s clinical information with faster delivery of care services. This book highlights the important issues i.e. (a) How Internet of things can be integrated with the healthcare ecosystem for better diagnostics, monitoring, and treatment of the patients, (b) Artificial Intelligence for predictive and preventive healthcare systems, (c) Blockchain for managing healthcare data to provide transparency, security, and distributed storage, and (d) Effective remote diagnostics and telemedicine approach for developing smart care. The book encompasses chapters belong to the blockchain, Artificial Intelligence, and Big health data technologies. Features: Blockchain and internet of things in healthcare systems Secure Digital Health Data Management in Internet of Things Public Perception towards AI-Driven Healthcare Security, privacy issues and challenges in adoption of smart digital healthcare Big data analytics and Internet of things in the pandemic era Clinical challenges for digital health revolution Artificial intelligence for advanced healthcare Future Trajectory of Healthcare with Artificial Intelligence 9 Parkinson disease pre-diagnosis using smart technologies Emerging technologies to combat the COVID-19 Machine Learning and Internet of Things in Digital Health Transformation Effective Remote Healthcare and Telemedicine Approaches Legal implication of blockchain technology in public health This Book on "Digital Health Transformation with Blockchain and Artificial Intelligence" aims at promoting and facilitating exchanges of research knowledge and findings across different disciplines on the design and investigation of secured healthcare data analytics. It can also be used as a textbook for a Masters course in security and biomedical engineering. This book will also present new methods for the medical data analytics, blockchain technology, and diagnosis of different diseases to improve the quality of life in general, and better integration into digital healthcare.

Digital Transformation in Healthcare 5.0

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Author :
Publisher : Walter de Gruyter GmbH & Co KG
ISBN 13 : 3111398544
Total Pages : 400 pages
Book Rating : 4.1/5 (113 download)

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Book Synopsis Digital Transformation in Healthcare 5.0 by : Rishabha Malviya

Download or read book Digital Transformation in Healthcare 5.0 written by Rishabha Malviya and published by Walter de Gruyter GmbH & Co KG. This book was released on 2024-05-20 with total page 400 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book "Digital Transformation in Healthcare 5.0: Metaverse, Nanorobots, and Machine Learning" is a comprehensive discussion of disruptive technologies and their applications in healthcare. The book starts with an overview of blockchain technology's impact on the healthcare sector, emphasizing its potential to improve data security and interoperability. The book also discusses the Metaverse's role in healthcare transformation, utilizing a blockchain method to improve patient care and medical practices. The book also focuses on the interrelationships of Blockchain-Enabled Metaverse Healthcare Systems and Applications, highlighting innovative strategies. It also introduces an Intraocular Pressure Monitoring System for Glaucoma Patients, demonstrating the integration of IoT and Machine Learning for improved care. The book winds up with a Machine Learning Approach to Voice Analysis in Parkinson's disease Diagnosis, demonstrating the potential of voice analysis as a non-invasive diagnostic tool.

Transformation in Healthcare with Emerging Technologies

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Publisher : CRC Press
ISBN 13 : 1000554058
Total Pages : 302 pages
Book Rating : 4.0/5 (5 download)

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Book Synopsis Transformation in Healthcare with Emerging Technologies by : Pushpa Singh

Download or read book Transformation in Healthcare with Emerging Technologies written by Pushpa Singh and published by CRC Press. This book was released on 2022-04-27 with total page 302 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book, Transformation in Healthcare with Emerging Technologies, presents healthcare industrial revolution based on service aggregation and virtualisation that can transform the healthcare sector with the aid of technologies such as Artificial Intelligence (AI), Internet of Things (IoT), Bigdata and Blockchain. These technologies offer fast communication between doctors and patients, protected transactions, safe data storage and analysis, immutable data records, transparent data flow service, transaction validation process, and secure data exchanges between organizations. Features: • Discusses the Integration of AI, IoT, big data and blockchain in healthcare industry • Highlights the security and privacy aspect of AI, IoT, big data and blockchain in healthcare industry • Talks about challenges and issues of AI, IoT, big data and blockchain in healthcare industry • Includes several case studies It is primarily aimed at graduates and researchers in computer science and IT who are doing collaborative research with the medical industry. Industry professionals will also find it useful.

Digital Transformation in Healthcare 5.0

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Author :
Publisher : Walter de Gruyter GmbH & Co KG
ISBN 13 : 3111327868
Total Pages : 409 pages
Book Rating : 4.1/5 (113 download)

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Book Synopsis Digital Transformation in Healthcare 5.0 by : Rishabha Malviya

Download or read book Digital Transformation in Healthcare 5.0 written by Rishabha Malviya and published by Walter de Gruyter GmbH & Co KG. This book was released on 2024-05-06 with total page 409 pages. Available in PDF, EPUB and Kindle. Book excerpt: "Digital Transformation in Healthcare 5.0: IoT, AI, and Digital Twin" provides a comprehensive overview of the integration of cutting-edge technology with healthcare, from the Fourth Industrial Revolution (4IR) to the introduction of IoT, AI, and Digital Twin technologies. This in-depth discussion of the digital revolution expanding the healthcare industry covers a wide range of topics, including digital disruption in healthcare delivery, the impact of 4IR and Health 4.0, e-health services and applications, virtual reality's impact on accessible healthcare delivery, digital twins and dietary health technologies, big data analytics in healthcare systems, machine learning models for cost-effective healthcare delivery systems, affordable healthcare with machine learning, enhanced biomedical signal processing with machine learning, and data-driven AI for information retrieval of biomedical images.

Trends of Artificial Intelligence and Big Data for E-Health

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Author :
Publisher : Springer Nature
ISBN 13 : 3031111990
Total Pages : 256 pages
Book Rating : 4.0/5 (311 download)

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Book Synopsis Trends of Artificial Intelligence and Big Data for E-Health by : Houneida Sakly

Download or read book Trends of Artificial Intelligence and Big Data for E-Health written by Houneida Sakly and published by Springer Nature. This book was released on 2023-01-01 with total page 256 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book aims to present the impact of Artificial Intelligence (AI) and Big Data in healthcare for medical decision making and data analysis in myriad fields including Radiology, Radiomics, Radiogenomics, Oncology, Pharmacology, COVID-19 prognosis, Cardiac imaging, Neuroradiology, Psychiatry and others. This will include topics such as Artificial Intelligence of Thing (AIOT), Explainable Artificial Intelligence (XAI), Distributed learning, Blockchain of Internet of Things (BIOT), Cybersecurity, and Internet of (Medical) Things (IoTs). Healthcare providers will learn how to leverage Big Data analytics and AI as methodology for accurate analysis based on their clinical data repositories and clinical decision support. The capacity to recognize patterns and transform large amounts of data into usable information for precision medicine assists healthcare professionals in achieving these objectives. Intelligent Health has the potential to monitor patients at risk with underlying conditions and track their progress during therapy. Some of the greatest challenges in using these technologies are based on legal and ethical concerns of using medical data and adequately representing and servicing disparate patient populations. One major potential benefit of this technology is to make health systems more sustainable and standardized. Privacy and data security, establishing protocols, appropriate governance, and improving technologies will be among the crucial priorities for Digital Transformation in Healthcare.

Blockchain for Healthcare Systems

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Publisher : CRC Press
ISBN 13 : 100045438X
Total Pages : 238 pages
Book Rating : 4.0/5 (4 download)

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Book Synopsis Blockchain for Healthcare Systems by : Sheikh Mohammad Idrees

Download or read book Blockchain for Healthcare Systems written by Sheikh Mohammad Idrees and published by CRC Press. This book was released on 2021-09-21 with total page 238 pages. Available in PDF, EPUB and Kindle. Book excerpt: Blockchain for Healthcare Systems: Challenges, Privacy, and Securing of Data provides a detailed insight on how to reap the benefits of blockchain technology in healthcare, as the healthcare sector faces several challenges associated with privacy and security issues. It also provides in-depth knowledge regarding blockchain in healthcare and the underlying components. This book explores securing healthcare data using blockchain technology. It discusses challenges and solutions for blockchain technology in the healthcare sector and presents the digital transformation of the healthcare sector using different technologies. It covers the handling of healthcare data/medical records and managing the medical supply chain all using blockchain technology. The contents of this book are highly beneficial to educators, researchers, and others working in a similar domain.

Transforming Healthcare with Big Data and AI

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Author :
Publisher : IAP
ISBN 13 : 1641138998
Total Pages : 185 pages
Book Rating : 4.6/5 (411 download)

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Book Synopsis Transforming Healthcare with Big Data and AI by : Mingbo Gong

Download or read book Transforming Healthcare with Big Data and AI written by Mingbo Gong and published by IAP. This book was released on 2020-04-01 with total page 185 pages. Available in PDF, EPUB and Kindle. Book excerpt: Healthcare and technology are at a convergence point where significant changes are poised to take place. The vast and complex requirements of medical record keeping, coupled with stringent patient privacy laws, create an incredibly unwieldy maze of health data needs. While the past decade has seen giant leaps in AI, machine learning, wearable technologies, and data mining capacities that have enabled quantities of data to be accumulated, processed, and shared around the globe. Transforming Healthcare with Big Data and AI examines the crossroads of these two fields and looks to the future of leveraging advanced technologies and developing data ecosystems to the healthcare field. This book is the product of the Transforming Healthcare with Data conference, held at the University of Southern California. Many speakers and digital healthcare industry leaders contributed multidisciplinary expertise to chapters in this work. Authors’ backgrounds range from data scientists, healthcare experts, university professors, and digital healthcare entrepreneurs. If you have an understanding of data technologies and are interested in the future of Big Data and A.I. in healthcare, this book will provide a wealth of insights into the new landscape of healthcare.

Advances in Computational Intelligence for the Healthcare Industry 4.0

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Author :
Publisher : IGI Global
ISBN 13 :
Total Pages : 389 pages
Book Rating : 4.3/5 (693 download)

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Book Synopsis Advances in Computational Intelligence for the Healthcare Industry 4.0 by : Shah, Imdad Ali

Download or read book Advances in Computational Intelligence for the Healthcare Industry 4.0 written by Shah, Imdad Ali and published by IGI Global. This book was released on 2024-04-26 with total page 389 pages. Available in PDF, EPUB and Kindle. Book excerpt: In the dynamic environment of healthcare, the fusion of Computational Intelligence and Healthcare Industry 4.0 has enabled remarkable advancements in disease detection and analysis. However, a critical challenge persists – the limitations of current computational intelligence approaches in dealing with small sample sizes. This setback hampers the performance of these innovative models, hindering their potential impact on medical applications. As we stand at the crossroads of technological innovation and healthcare evolution, the need for a solution becomes paramount. Advances in Computational Intelligence for the Healthcare Industry 4.0 is a comprehensive guide addressing the very heart of this challenge. Designed for academics, researchers, healthcare professionals, and stakeholders in Healthcare Industry 4.0, this book serves as a source of innovation. It not only illuminates the complexities of computational intelligence in healthcare but also provides a roadmap for overcoming the limitations posed by small sample sizes. From fundamental principles to innovative concepts, this book offers a holistic perspective, shaping the future of healthcare through the lens of computational intelligence and Healthcare Industry 4.0.

Blockchain Applications for Healthcare Informatics

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Publisher : Academic Press
ISBN 13 : 0323908292
Total Pages : 530 pages
Book Rating : 4.3/5 (239 download)

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Book Synopsis Blockchain Applications for Healthcare Informatics by : Sudeep Tanwar

Download or read book Blockchain Applications for Healthcare Informatics written by Sudeep Tanwar and published by Academic Press. This book was released on 2022-05-20 with total page 530 pages. Available in PDF, EPUB and Kindle. Book excerpt: Blockchain Applications for Healthcare Informatics: Beyond 5G offers a comprehensive survey of 5G-enabled technology in healthcare applications. This book investigates the latest research in blockchain technologies and seeks to answer some of the practical and methodological questions surrounding privacy and security in healthcare. It explores the most promising aspects of 5G for healthcare industries, including how hospitals and healthcare systems can do better. Chapters investigate the detailed framework needed to maintain security and privacy in 5G healthcare services using blockchain technologies, along with case studies that look at various performance evaluation metrics, such as privacy preservation, scalability and healthcare legislation. Introduces the basic architecture and taxonomy of 5G-enabled blockchain technology Analyzes issues and challenges surrounding 5G-enabled blockchain-based systems in healthcare Investigates blockchain-based healthcare applications such as telemedicine, telesurgery, remote patient monitoring, networking of the Internet of Medical Things, and augmented and virtual realty tools for training in complex medical scenarios Includes case studies and real-world examples in each chapter to demonstrate the adoption of 5G-enabled blockchain technology across various healthcare domains

Industrial Applications of Big Data, AI, and Blockchain

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Author :
Publisher : IGI Global
ISBN 13 :
Total Pages : 366 pages
Book Rating : 4.3/5 (693 download)

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Book Synopsis Industrial Applications of Big Data, AI, and Blockchain by : El Samad, Mahmoud

Download or read book Industrial Applications of Big Data, AI, and Blockchain written by El Samad, Mahmoud and published by IGI Global. This book was released on 2024-01-29 with total page 366 pages. Available in PDF, EPUB and Kindle. Book excerpt: Blockchain has become the cornerstone of technologies, supported by others including Big Data and Artificial Intelligence (AI). Originating from cryptocurrency, it transcends boundaries, finding resonance in finance, healthcare, e-governance, and beyond. While blockchain relies on a peer-to-peer approach, enabling nodes to collaborate without the shackles of a central authority, appropriate monitoring and updating of these technologies is a constant necessity. This is especially true for healthcare data systems, where data privacy and security concerns, especially with sensitive health information are paramount. Threads of automation in artificial intelligence (AI) weave through sectors such as business, finance, healthcare, marketing, and governance. Industrial Applications of Big Data, AI, and Blockchain delves into the pulsating realms of big data, AI, and blockchain. From natural language processing's eloquent interpretation of human language to the prowess of AI algorithms in predictive tasks, this book explores how AI enhances decision-making accuracy, catalyzing a paradigm shift in diverse industries. This book is ideal for researchers, business visionaries, tech enthusiasts, and curious minds eager to fathom the transformative potential of these technologies.

Issues of Sustainability in AI and New-Age Thematic Investing

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Author :
Publisher : IGI Global
ISBN 13 :
Total Pages : 314 pages
Book Rating : 4.3/5 (693 download)

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Book Synopsis Issues of Sustainability in AI and New-Age Thematic Investing by : Irfan, Mohammad

Download or read book Issues of Sustainability in AI and New-Age Thematic Investing written by Irfan, Mohammad and published by IGI Global. This book was released on 2024-03-18 with total page 314 pages. Available in PDF, EPUB and Kindle. Book excerpt: In the face of an evolving global landscape characterized by climate change and a pressing need for sustainable development, the finance sector remains at a critical juncture. Traditional financial models struggle to address the challenges posed by the transition to a low-carbon economy, and unlocking private investments for sustainable initiatives remains an uphill battle. The integration of Artificial Intelligence (AI) and Machine Learning (ML) into financial systems presents both promise and peril, with the potential to reshape the industry while posing unprecedented challenges. Issues of Sustainability in AI and New-Age Thematic Investing is a beacon of insight and solutions in the realm of green finance and AI/ML integration. Geared toward academic scholars, policymakers, and industry experts, this book serves as a comprehensive guide to navigating the intricacies of sustainable development and energy transition. By highlighting the pivotal role of AI/ML in green finance, the publication bridges the gap between theoretical understanding and practical implementation, offering actionable solutions for unlocking private investments.

HCI for Cybersecurity, Privacy and Trust

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Publisher : Springer Nature
ISBN 13 : 3031613821
Total Pages : 267 pages
Book Rating : 4.0/5 (316 download)

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Book Synopsis HCI for Cybersecurity, Privacy and Trust by : Abbas Moallem

Download or read book HCI for Cybersecurity, Privacy and Trust written by Abbas Moallem and published by Springer Nature. This book was released on with total page 267 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Artificial Intelligence, Blockchain and IoT for Smart Healthcare

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Author :
Publisher : CRC Press
ISBN 13 : 1000774376
Total Pages : 125 pages
Book Rating : 4.0/5 (7 download)

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Book Synopsis Artificial Intelligence, Blockchain and IoT for Smart Healthcare by : Hitesh Kumar Sharma

Download or read book Artificial Intelligence, Blockchain and IoT for Smart Healthcare written by Hitesh Kumar Sharma and published by CRC Press. This book was released on 2022-11-30 with total page 125 pages. Available in PDF, EPUB and Kindle. Book excerpt: The concepts of telemedicine and e-healthcare have eased as well as improved the reachability of experienced doctors and medical staff to remote patients. A patient who is living in a remote village area can directly connect to specialist doctors across the globe though his/her mobile phone using telemedicine systems and e-healthcare services. In pandemic situations like COVID-19, these online platforms helped society to get medical treatment from their residence without any physical movement. Technology is transforming human lives by playing an important role in the planning, designing, and development of intelligent systems for better service. This book presents a cross-disciplinary perspective on the concept of machine learning, blockchain and IoT by congregating cutting-edge research and insights. It also identifies and discusses various advanced technologies such as internet of things (IoT), big data analytics, machine learning, artificial intelligence, cyber security, cloud computing, sensors and so on that are vital to foster the development of smart healthcare and telemedicine systems by providing effective solutions to the medical challenges faced by humankind.

Healthcare 4.0

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Author :
Publisher : Springer
ISBN 13 : 9811381143
Total Pages : 202 pages
Book Rating : 4.8/5 (113 download)

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Book Synopsis Healthcare 4.0 by : Janya Chanchaichujit

Download or read book Healthcare 4.0 written by Janya Chanchaichujit and published by Springer. This book was released on 2019-07-23 with total page 202 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book aims to demonstrate the benefits of implementing Industry 4.0 in healthcare services and to recommend a framework to support this implementation. Key topics in this book include: (1) Discovering emerging technologies and techniques to support Healthcare 4.0, this includes the Internet of Things (IOT) , Big data analytics, Blockchain, Artificial Intelligence (AI) , Optimisation and Predictive Analytics; (2) Illustrating some examples of such advanced implementation in Healthcare 4.0; (3) Recommending a development process to develop health technology start-ups and entrepreneurial activities; and (4) Discuss the transformation methodology used to redesign healthcare processes in order to overcome the challenges of implementing a Healthcare 4.0 project.

Digitization of Healthcare Data using Blockchain

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Author :
Publisher : John Wiley & Sons
ISBN 13 : 1119792711
Total Pages : 324 pages
Book Rating : 4.1/5 (197 download)

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Book Synopsis Digitization of Healthcare Data using Blockchain by : T. Poongodi

Download or read book Digitization of Healthcare Data using Blockchain written by T. Poongodi and published by John Wiley & Sons. This book was released on 2022-07-06 with total page 324 pages. Available in PDF, EPUB and Kindle. Book excerpt: DIGITIZATION OF HEALTHCARE DATA USING BLOCKCHAIN The book gives a detailed description of the integration of blockchain technology for Electronic Health Records and provides the research challenges to consider in various disciplines such as supply chain, drug discovery, and data management. The aim of the book is to investigate the concepts of blockchain technology and its association with the recent development and advancements in the medical field. Moreover, it focuses on the integration of workflow strategies like NLP, and AI which could be adopted for boosting the clinical documentation and electronic healthcare records (EHR) usage by bringing down the physician EHR data entry. Also, the book covers the usage of smart contracts for securing patient records. Digitization of Healthcare Data Using Blockchain presents the practical implementations that deal with developing a web framework for building highly usable healthcare applications, a simple blockchain-powered EHR system. Audience Researchers in information technology, artificial intelligence, electronics engineering, medical informatics, as well as policymakers and healthcare providers and management systems.

Intelligent Connectivity

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Publisher : John Wiley & Sons
ISBN 13 : 1119685184
Total Pages : 356 pages
Book Rating : 4.1/5 (196 download)

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Book Synopsis Intelligent Connectivity by : Abdulrahman Yarali

Download or read book Intelligent Connectivity written by Abdulrahman Yarali and published by John Wiley & Sons. This book was released on 2021-11-01 with total page 356 pages. Available in PDF, EPUB and Kindle. Book excerpt: INTELLIGENT CONNECTIVITY AI, IOT, AND 5G Explore the economics and technology of AI, IOT, and 5G integration Intelligent Connectivity: AI, IoT, and 5G delivers a comprehensive technological and economic analysis of intelligent connectivity and the integration of artificial intelligence, Internet of Things (IoT), and 5G. It covers a broad range of topics, including Machine-to-Machine (M2M) architectures, edge computing, cybersecurity, privacy, risk management, IoT architectures, and more. The book offers readers robust statistical data in the form of tables, schematic diagrams, and figures that provide a clear understanding of the topic, along with real-world examples of applications and services of intelligent connectivity in different sectors of the economy. Intelligent Connectivity describes key aspects of the digital transformation coming with the 4th industrial revolution that will touch on industries as disparate as transportation, education, healthcare, logistics, entertainment, security, and manufacturing. Readers will also get access to: A thorough introduction to technology adoption and emerging trends in technology, including business trends and disruptive new applications Comprehensive explorations of telecommunications transformation and intelligent connectivity, including learning algorithms, machine learning, and deep learning Practical discussions of the Internet of Things, including its potential for disruption and future trends for technological development In-depth examinations of 5G wireless technology, including discussions of the first five generations of wireless tech Ideal for telecom and information technology managers, directors, and engineers, Intelligent Connectivity: AI, IoT, and 5G is also an indispensable resource for senior undergraduate and graduate students in telecom and computer science programs.