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Data Science For Covid 19

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Data Science for COVID 19

Data Science for COVID 19 Book
Author : Utku Kose,Deepak Gupta,Victor Hugo Costa de Albuquerque,Ashish Khanna
Publisher : Academic Press
Release : 2021-04-01
ISBN : 0128245379
Language : En, Es, Fr & De

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Book Description :

Data Science for COVID-19 presents leading-edge research on data science techniques for the detection, mitigation, treatment and elimination of COVID-19. Sections provide an introduction to data science for COVID-19 research, considering past and future pandemics, as well as related Coronavirus variations. Other chapters cover a wide range of Data Science applications concerning COVID-19 research, including Image Analysis and Data Processing, Geoprocessing and tracking, Predictive Systems, Design Cognition, mobile technology, and telemedicine solutions. The book then covers Artificial Intelligence-based solutions, innovative treatment methods, and public safety. Finally, readers will learn about applications of Big Data and new data models for mitigation. Provides a leading-edge survey of Data Science techniques and methods for research, mitigation and treatment of the COVID-19 virus Integrates various Data Science techniques to provide a resource for COVID-19 researchers and clinicians around the world, including both positive and negative research findings Provides insights into innovative data-oriented modeling and predictive techniques from COVID-19 researchers Includes real-world feedback and user experiences from physicians and medical staff from around the world on the effectiveness of applied Data Science solutions

Data Analytics for Pandemics

Data Analytics for Pandemics Book
Author : Gitanjali Rahul Shinde,Asmita Balasaheb Kalamkar,Parikshit N. Mahalle,Nilanjan Dey
Publisher : CRC Press
Release : 2020-08-30
ISBN : 1000204413
Language : En, Es, Fr & De

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Book Description :

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.

Big Data Analytics and Artificial Intelligence Against COVID 19 Innovation Vision and Approach

Big Data Analytics and Artificial Intelligence Against COVID 19  Innovation Vision and Approach Book
Author : Aboul-Ella Hassanien,Nilanjan Dey,Sally Elghamrawy
Publisher : Springer Nature
Release : 2020-11-13
ISBN : 3030552586
Language : En, Es, Fr & De

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Book Description :

This book includes research articles and expository papers on the applications of artificial intelligence and big data analytics to battle the pandemic. In the context of COVID-19, this book focuses on how big data analytic and artificial intelligence help fight COVID-19. The book is divided into four parts. The first part discusses the forecasting and visualization of the COVID-19 data. The second part describes applications of artificial intelligence in the COVID-19 diagnosis of chest X-Ray imaging. The third part discusses the insights of artificial intelligence to stop spread of COVID-19, while the last part presents deep learning and big data analytics which help fight the COVID-19.

Handbook of Research on Engineering Business and Healthcare Applications of Data Science and Analytics

Handbook of Research on Engineering  Business  and Healthcare Applications of Data Science and Analytics Book
Author : Patil, Bhushan,Vohra, Manisha
Publisher : IGI Global
Release : 2020-10-23
ISBN : 1799830543
Language : En, Es, Fr & De

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Book Description :

Analyzing data sets has continued to be an invaluable application for numerous industries. By combining different algorithms, technologies, and systems used to extract information from data and solve complex problems, various sectors have reached new heights and have changed our world for the better. The Handbook of Research on Engineering, Business, and Healthcare Applications of Data Science and Analytics is a collection of innovative research on the methods and applications of data analytics. While highlighting topics including artificial intelligence, data security, and information systems, this book is ideally designed for researchers, data analysts, data scientists, healthcare administrators, executives, managers, engineers, IT consultants, academicians, and students interested in the potential of data application technologies.

Mediterranean Forum Data Science Conference

Mediterranean Forum     Data Science Conference Book
Author : Jasminka Hasic Telalovic
Publisher : Springer Nature
Release : 2021-04-16
ISBN : 3030728056
Language : En, Es, Fr & De

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Book Description :

Download Mediterranean Forum Data Science Conference book written by Jasminka Hasic Telalovic, available in PDF, EPUB, and Kindle, or read full book online anywhere and anytime. Compatible with any devices.

Data Analytics for Coronavirus Disease covid 19 Outbreak

Data Analytics for Coronavirus Disease  covid 19  Outbreak Book
Author : Gitanjali Rahul Shinde
Publisher : Unknown
Release : 2020-08-31
ISBN : 9780367558468
Language : En, Es, Fr & De

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Book Description :

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.

Emerging Technologies for Battling Covid 19

Emerging Technologies for Battling Covid 19 Book
Author : Fadi Al-Turjman,Ajantha Devi,Anand Nayyar
Publisher : Springer Nature
Release : 2021-03-19
ISBN : 3030600394
Language : En, Es, Fr & De

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Book Description :

The book presents recent trends and solutions to help healthcare sectors and medical staff protect themselves and others and limit the spread of the COVID-19. The book also presents the problems and challenges researchers and academics face in tackling this monumental task. Topics include: Unmanned Aerial Vehicle (UAV) or drones that can be used to detect infected people in different areas; robots used in fighting the COVID-19 by protecting workers and staff dealing with infected people; blockchain technology that secures sensitive transactions in strict confidentiality. With contributions from experts from around the world, this book aims to help those creating and honing technology to help with this global threat.

Predictive and Preventive Measures for Covid 19 Pandemic

Predictive and Preventive Measures for Covid 19 Pandemic Book
Author : Praveen Kumar Khosla,Mamta Mittal,Dolly Sharma,Lalit Mohan Goyal
Publisher : Springer Nature
Release : 2021-01-22
ISBN : 9813342366
Language : En, Es, Fr & De

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Book Description :

This book explores the inputs with regard to individuals and companies who have developed technologies and innovative solutions, bioinformatics, datasets, apps for diagnosis, etc., that can be leveraged for strengthening the fight against coronavirus. It focuses on technology solutions to stop Covid-19 outbreak and mitigate the risk. The book contains innovative ideas from active researchers who are presently working to find solutions, and they give insights to other researchers to explore the innovative methods and predictive modeling techniques. The novel applications and techniques of established technologies like artificial intelligence (AI), Internet of things (IoT), big data, computer vision and machine learning are discussed to fight the spread of this disease, Covid-19. This pandemic has triggered an unprecedented demand for digital health technology solutions and unleashing information technology to win over this pandemic.

Big Data Analytics and Intelligence

Big Data Analytics and Intelligence Book
Author : Poonam Tanwar,Vishal Jain,Chuan-Ming Liu,Vishal Goyal
Publisher : Emerald Group Publishing
Release : 2020-09-30
ISBN : 1839090995
Language : En, Es, Fr & De

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Book Description :

Big Data Analytics and Intelligence is essential reading for researchers and experts working in the fields of health care, data science, analytics, the internet of things, and information retrieval.

Intelligent Data Analysis for COVID 19 Pandemic

Intelligent Data Analysis for COVID 19 Pandemic Book
Author : M. Niranjanamurthy,Siddhartha Bhattacharyya,Neeraj Kumar
Publisher : Springer
Release : 2021-06-21
ISBN : 9789811615733
Language : En, Es, Fr & De

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Book Description :

This book presents intelligent data analysis as a tool to fight against COVID-19 pandemic. The intelligent data analysis includes machine learning, natural language processing, and computer vision applications to teach computers to use big data-based models for pattern recognition, explanation, and prediction. These functions are discussed in detail in the book to recognize (diagnose), predict, and explain (treat) COVID-19 infections, and help manage socio-economic impacts. It also discusses primary warnings and alerts; tracking and prediction; data dashboards; diagnosis and prognosis; treatments and cures; and social control by the use of intelligent data analysis. It provides analysis reports, solutions using real-time data, and solution through web applications details.

Biomedical Engineering Tools for Management for Patients with COVID 19

Biomedical Engineering Tools for Management for Patients with COVID 19 Book
Author : Valentina Emilia Balas,Oana Geman,Guojun Wang,Muhammad Arif,Octavian Adrian Postolache
Publisher : Academic Press
Release : 2021-06-01
ISBN : 032385995X
Language : En, Es, Fr & De

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Book Description :

Biomedical Engineering Tools for Management of Patients with COVID-19 presents biomedical engineering tools under research (and in development) that can be used for the management of COVID-19 patients, along with BME tools in the global environment that curtail and prevent the spread of the virus. BME tools covered in the book include new disinfectants and sterilization equipment, testing devices for rapid and accurate COVID-19 diagnosis, Internet of Things applications in COVID-19 hospitals, analytics, Data Science and statistical modeling applied to COVID-19 tracking, Smart City instruments and applications, and more. Later sections discuss smart tools in telemedicine and e-health. Biomedical engineering tools can provide engineers, computer scientists, clinicians and other policymakers with solutions for managing patient treatment, applying data analysis techniques, and applying tools to help the general population curtail spread of the virus. Provides leading-edge biomedical engineering tools and techniques for the treatment of patients with the COVID-19 virus Integrates a variety of case studies as a resource for COVID-19 researchers and clinicians around the world, including both positive and negative research findings Provides insights into innovative Biomedical Engineering techniques and devices from COVID-19 researchers around the world

Hands on Data Science for Biologists Using Python

Hands on Data Science for Biologists Using Python Book
Author : Yasha Hasija,Rajkumar Chakraborty
Publisher : CRC Press
Release : 2021-04-09
ISBN : 1000345505
Language : En, Es, Fr & De

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Book Description :

Hands-on Data Science for Biologists using Python has been conceptualized to address the massive data handling needs of modern-day biologists. With the advent of high throughput technologies and consequent availability of omics data, biological science has become a data-intensive field. This hands-on textbook has been written with the inception of easing data analysis by providing an interactive, problem-based instructional approach in Python programming language. The book starts with an introduction to Python and steadily delves into scrupulous techniques of data handling, preprocessing, and visualization. The book concludes with machine learning algorithms and their applications in biological data science. Each topic has an intuitive explanation of concepts and is accompanied with biological examples. Features of this book: The book contains standard templates for data analysis using Python, suitable for beginners as well as advanced learners. This book shows working implementations of data handling and machine learning algorithms using real-life biological datasets and problems, such as gene expression analysis; disease prediction; image recognition; SNP association with phenotypes and diseases. Considering the importance of visualization for data interpretation, especially in biological systems, there is a dedicated chapter for the ease of data visualization and plotting. Every chapter is designed to be interactive and is accompanied with Jupyter notebook to prompt readers to practice in their local systems. Other avant-garde component of the book is the inclusion of a machine learning project, wherein various machine learning algorithms are applied for the identification of genes associated with age-related disorders. A systematic understanding of data analysis steps has always been an important element for biological research. This book is a readily accessible resource that can be used as a handbook for data analysis, as well as a platter of standard code templates for building models.

Foundations of Data Science Based Healthcare Internet of Things

Foundations of Data Science Based Healthcare Internet of Things Book
Author : Parikshit N. Mahalle,Sheetal S. Sonawane
Publisher : Springer
Release : 2021-01-23
ISBN : 9789813364592
Language : En, Es, Fr & De

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Book Description :

This book offers a basic understanding of the Internet of Things (IoT), its design issues and challenges for healthcare applications. It also provides details of the challenges of healthcare big data, role of big data in healthcare and techniques, and tools for IoT in healthcare. This book offers a strong foundation to a beginner. All technical details that include healthcare data collection unit, technologies and tools used for the big data analytics implementation are explained in a clear and organized format.

The 2020 International Conference on Machine Learning and Big Data Analytics for IoT Security and Privacy

The 2020 International Conference on Machine Learning and Big Data Analytics for IoT Security and Privacy Book
Author : John MacIntyre
Publisher : Springer Nature
Release : 2021-04-16
ISBN : 3030627438
Language : En, Es, Fr & De

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Book Description :

Download The 2020 International Conference on Machine Learning and Big Data Analytics for IoT Security and Privacy book written by John MacIntyre, available in PDF, EPUB, and Kindle, or read full book online anywhere and anytime. Compatible with any devices.

Internet of Medical Things for Smart Healthcare

Internet of Medical Things for Smart Healthcare Book
Author : Chinmay Chakraborty,Amit Banerjee,Lalit Garg,Joel J. P. C. Rodrigues
Publisher : Springer Nature
Release : 2020-12-11
ISBN : 9811580979
Language : En, Es, Fr & De

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Book Description :

This book covers COVID-19 related research works and focuses on recent advances in the Internet of Things (IoT) in smart healthcare technologies. It includes reviews and original works on COVID-19 in terms of e-healthcare, medicine technology, life support systems, fast detection, diagnoses, developed technologies and innovative solutions, bioinformatics, datasets, apps for diagnosis, solutions for monitoring and control of the spread of COVID-19, among other topics. The book covers comprehensive studies from bioelectronics and biomedical engineering, artificial intelligence, and big data with a prime focus on COVID-19 pandemic.

Predictive Analytics Using Statistics and Big Data Concepts and Modeling

Predictive Analytics Using Statistics and Big Data  Concepts and Modeling Book
Author : Krishna Kumar Mohbey,Arvind Pandey,Dharmendra Singh Rajput
Publisher : Bentham Science Publishers
Release : 2020-12-09
ISBN : 9811490511
Language : En, Es, Fr & De

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Book Description :

This book presents a selection of the latest and representative developments in predictive analytics using big data technologies. It focuses on some critical aspects of big data and machine learning and provides studies for readers. The chapters address a comprehensive range of advanced data technologies used for statistical modeling towards predictive analytics. Topics included in this book include: - Categorized machine learning algorithms - Player monopoly in cricket teams. - Chain type estimators - Log type estimators - Bivariate survival data using shared inverse Gaussian frailty models - Weblog analysis - COVID-19 epidemiology This reference book will be of significant benefit to the predictive analytics community as a useful guide of the latest research in this emerging field.

COVID 19 Prediction Decision Making and its Impacts

COVID 19  Prediction  Decision Making  and its Impacts Book
Author : K.C. Santosh,Amit Joshi
Publisher : Springer Nature
Release : 2020-12-11
ISBN : 9811596824
Language : En, Es, Fr & De

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Book Description :

This book outlines artificial intelligence for COVID-19 issues that are ranging from prediction to decision-making for healthcare support in human lives. Starting with major COVID-19 issues and challenges, it takes possible AI-based solutions for multiple problems, such as early prediction, its role for public health, detection of positive cases, drug analysis, and healthcare support. It mainly employs publicly available data (population) to predict who should be tested for COVID-19, for example, radiological image data to detect COVID-19 positive cases from other similar and/or different manifestations, such as pneumonia, distributed healthcare support, and supply chains in the middle of COVID-19 pandemic. The book includes recently developed AI-driven tools and techniques, such as pattern recognition, anomaly detection, machine learning, and data analytics. It covers a wide range of audience from computer science and engineering to healthcare professionals.

Covid 19 Public Health Measures

Covid 19 Public Health Measures Book
Author : Nuzhat F Shaikh,Taylor & Francis Group,Ajinkya Kunjir,Juveriya Shaikh,Parikshit Narendra Mahalle
Publisher : CRC Press
Release : 2021-05-04
ISBN : 9781032003634
Language : En, Es, Fr & De

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Book Description :

Considering the overall situation of the current pandemic and pertinent recommendations, this book focuses on the use of Augmented Reality (AR) applications for COVID-19 outbreak along with techniques, tools and platforms to achieve social distancing and sanitization. It contains theoretical and practical knowledge of AR and remedies on how to cope with the technology including multiple use cases along with a set of recommendations. It illustrates application building using open source softwares with an interactive interface to aid the impaired users. The initial part of the book emphasizes on the basic knowledge of AR, technology, devices and rest of the relevant theories. Aimed at Researchers, students in augmented reality, technical healthcare professionals, practitioners, this book: Focusses on realization and visualization of Covid-19 pandemic using Augmented Reality (AR). Discusses how different AR Visualization techniques is implemented in different scenarios. Provides in-depth knowledge of AR databases and IDE's such as Unity Engine, Unreal Engine and Vuforia. Describes C# programming language and the importance of it in developing useful AR applications. Helps normal and impaired users to understand augmented technology for COVID-19.

Trends of Data Science and Applications

Trends of Data Science and Applications Book
Author : Siddharth Swarup Rautaray
Publisher : Springer Nature
Release : 2021-04-16
ISBN : 9813368152
Language : En, Es, Fr & De

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Book Description :

Download Trends of Data Science and Applications book written by Siddharth Swarup Rautaray, available in PDF, EPUB, and Kindle, or read full book online anywhere and anytime. Compatible with any devices.