Data Science Advancements in Pandemic and Outbreak Management

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Release : 2021-04-09
Genre : Computers
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Book Rating : 382/5 ( reviews)

Data Science Advancements in Pandemic and Outbreak Management - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Data Science Advancements in Pandemic and Outbreak Management write by Asimakopoulou, Eleana. This book was released on 2021-04-09. Data Science Advancements in Pandemic and Outbreak Management available in PDF, EPUB and Kindle. Pandemics are disruptive. Thus, there is a need to prepare and plan actions in advance for identifying, assessing, and responding to such events to manage uncertainty and support sustainable livelihood and wellbeing. A detailed assessment of a continuously evolving situation needs to take place, and several aspects must be brought together and examined before the declaration of a pandemic even happens. Various health organizations; crisis management bodies; and authorities at local, national, and international levels are involved in the management of pandemics. There is no better time to revisit current approaches to cope with these new and unforeseen threats. As countries must strike a fine balance between protecting health, minimizing economic and social disruption, and respecting human rights, there has been an emerging interest in lessons learned and specifically in revisiting past and current pandemic approaches. Such approaches involve strategies and practices from several disciplines and fields including healthcare, management, IT, mathematical modeling, and data science. Using data science to advance in-situ practices and prompt future directions could help alleviate or even prevent human, financial, and environmental compromise, and loss and social interruption via state-of-the-art technologies and frameworks. Data Science Advancements in Pandemic and Outbreak Management demonstrates how strategies and state-of-the-art IT have and/or could be applied to serve as the vehicle to advance pandemic and outbreak management. The chapters will introduce both technical and non-technical details of management strategies and advanced IT, data science, and mathematical modelling and demonstrate their applications and their potential utilization within the identification and management of pandemics and outbreaks. It also prompts revisiting and critically reviewing past and current approaches, identifying good and bad practices, and further developing the area for future adaptation. This book is ideal for data scientists, data analysts, infectious disease experts, researchers studying pandemics and outbreaks, IT, crisis and disaster management, academics, practitioners, government officials, and students interested in applicable theories and practices in data science to mitigate, prepare for, respond to, and recover from future pandemics and outbreaks.

Novel AI and Data Science Advancements for Sustainability in the Era of COVID-19

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Release : 2022-04-05
Genre : Medical
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Book Rating : 789/5 ( reviews)

Novel AI and Data Science Advancements for Sustainability in the Era of COVID-19 - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Novel AI and Data Science Advancements for Sustainability in the Era of COVID-19 write by Victor Chang. This book was released on 2022-04-05. Novel AI and Data Science Advancements for Sustainability in the Era of COVID-19 available in PDF, EPUB and Kindle. Novel AI and Data Science Advancements for Sustainability in the Era of COVID-19 discusses how the role of recent technologies applied to health settings can help fight virus outbreaks. Moreover, it provides guidelines on how governments and institutions should prepare and quickly respond to drastic situations using technology to support their communities in order to maintain life and functional as efficiently as possible. The book discusses topics such as AI-driven histopathology analysis for COVID-19 diagnosis, bioinformatics for subtype rational drug design, deep learning-based treatment evaluation and outcome prediction, sensor informatics for monitoring infected patients, and machine learning for tracking and prediction models. In addition, the book presents AI solutions for hospital management during an epidemic or pandemic, along with real-world solutions and case studies of successful measures to support different types of communities. This is a valuable source for medical informaticians, bioinformaticians, clinicians and other healthcare workers and researchers who are interested in learning more on how recently developed technologies can help us fight and minimize the effects of global pandemics. Discusses AI advancements in predictive and decision modeling and how to design mobile apps to track contagion spread Presents the smart contract concept in blockchain and cryptography technology to guarantee security and privacy of people’s data once their information has been used to fight the pandemic Encompasses guidelines for emergency preparedness, planning, recovery and continuity management of communities to support people in emergencies like a virus outbreak

Advances in Data Science and Intelligent Data Communication Technologies for COVID-19

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Release : 2021-07-23
Genre : Computers
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Book Rating : 027/5 ( reviews)

Advances in Data Science and Intelligent Data Communication Technologies for COVID-19 - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Advances in Data Science and Intelligent Data Communication Technologies for COVID-19 write by Aboul-Ella Hassanien. This book was released on 2021-07-23. Advances in Data Science and Intelligent Data Communication Technologies for COVID-19 available in PDF, EPUB and Kindle. This book presents the emerging developments in intelligent computing, machine learning, and data mining. It also provides insights on communications, network technologies, and the Internet of things. It offers various insights on the role of the Internet of things against COVID-19 and its potential applications. It provides the latest cloud computing improvements and advanced computing and addresses data security and privacy to secure COVID-19 data.

Applied Big Data Analytics and Its Role in COVID-19 Research

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Release : 2022-04-29
Genre : Computers
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Book Rating : 952/5 ( reviews)

Applied Big Data Analytics and Its Role in COVID-19 Research - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Applied Big Data Analytics and Its Role in COVID-19 Research write by Zhao, Peng. This book was released on 2022-04-29. Applied Big Data Analytics and Its Role in COVID-19 Research available in PDF, EPUB and Kindle. There has been a multitude of studies focused on the COVID-19 pandemic across fields and disciplines as all sectors of life have had to adjust the way things are done and adapt to the constantly shifting environment. These studies are crucial as they provide support and perspectives on how things are changing and what needs to be done to stay afloat. Connecting COVID-19-related studies and big data analytics is crucial for the advancement of industrial applications and research areas. Applied Big Data Analytics and Its Role in COVID-19 Research introduces the most recent industrial applications and research topics on COVID-19 with big data analytics. Featuring coverage on a broad range of big data technologies such as data gathering, artificial intelligence, smart diagnostics, and mining mobility, this publication provides concrete examples and cases of usage of data-driven projects in COVID-19 research. This reference work is a vital resource for data scientists, technical managers, researchers, scholars, practitioners, academicians, instructors, and students.

Data Analytics for Pandemics

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Release : 2020-08-30
Genre : Computers
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Book Rating : 413/5 ( reviews)

Data Analytics for Pandemics - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Data Analytics for Pandemics write by Gitanjali Rahul Shinde. This book was released on 2020-08-30. Data Analytics for Pandemics available in PDF, EPUB and Kindle. Epidemic trend analysis, timeline progression, prediction, and recommendation are critical for initiating effective public health control strategies, and AI and data analytics play an important role in epidemiology, diagnostic, and clinical fronts. The focus of this book is data analytics for COVID-19, which includes an overview of COVID-19 in terms of epidemic/pandemic, data processing and knowledge extraction. Data sources, storage and platforms are discussed along with discussions on data models, their performance, different big data techniques, tools and technologies. This book also addresses the challenges in applying analytics to pandemic scenarios, case studies and control strategies. Aimed at Data Analysts, Epidemiologists and associated researchers, this book: discusses challenges of AI model for big data analytics in pandemic scenarios; explains how different big data analytics techniques can be implemented; provides a set of recommendations to minimize infection rate of COVID-19; summarizes various techniques of data processing and knowledge extraction; enables users to understand big data analytics techniques required for prediction purposes.