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Data Science For Covid 19

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Data Science for COVID 19 Volume 1

Data Science for COVID 19 Volume 1 Book
Author : Utku Kose,Deepak Gupta,Victor Hugo Costa de Albuquerque,Ashish Khanna
Publisher : Academic Press
Release : 2021-05-27
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 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 : 2021-10-01
ISBN : 0323907709
Language : En, Es, Fr & De

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Book Description :

Data Science for COVID-19, Volume 2: Societal and Medical Perspectives presents the most current and leading-edge research into the applications of a variety of data science techniques to the detection, mitigation, treatment, and elimination of the COVID-19 virus around the world. At this point, Cognitive Data Science is the most powerful tool for researchers to fight COVID-19. Thanks to instant data-analysis and predictive techniques including Artificial Intelligence, Machine Learning, Deep Learning, Data Mining, and computational modeling for processing large amounts of data, recognizing patterns, modeling new techniques, and improving both research and treatment outcomes. Data Science for COVID-19, Volume 2 extends the coverage of Volume 1 into research on statistical data and applications of Data Science to a variety of perspectives for analysis and understanding of the wide variety of impacts COVID-19 is having on societies and medical practice around the world. 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 the wide variety of impacts the virus is having on societies and medical practice Provides insight into innovative data-oriented modeling and predictive techniques from COVID-19 researchers around the world, including Geoprocessing and Tracking, lab data analysis, theoretical views on a variety of technical applications Includes real-world feedback and user experiences from physicians and medical staff from around the world for medical treatment perspectives, public safety policies and impacts, sociological and psychological perspectives, the effects of COVID-19 in agriculture, economies, and education, as well as insights on future pandemics

Impact of AI and Data Science in Response to Coronavirus Pandemic

Impact of AI and Data Science in Response to Coronavirus Pandemic Book
Author : Sushruta Mishra,Pradeep Kumar Mallick,Hrudaya Kumar Tripathy,Gyoo-Soo Chae,Bhabani Shankar Prasad Mishra
Publisher : Springer Nature
Release : 2021-07-22
ISBN : 981162786X
Language : En, Es, Fr & De

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Book Description :

The book presents advanced AI based technologies in dealing with COVID-19 outbreak and provides an in-depth analysis of variety of COVID-19 datasets throughout globe. It discusses recent artificial intelligence based algorithms and models for data analysis of COVID-19 symptoms and its possible remedies. It provides a unique opportunity to present the work on state-of-the-art of modern artificial intelligence tools and technologies to track and forecast COVID-19 cases. It indicates insights and viewpoints from scholars regarding risk and resilience analytics for policy making and operations of large-scale systems on this epidemic. A snapshot of the latest architectures, frameworks in machine learning and data science are also highlighted to gather and aggregate data records related to COVID-19 and to diagnose the virus. It delivers significant research outcomes and inspiring new real-world applications with respect to feasible AI based solutions in COVID-19 outbreak. In addition, it discusses strong preventive measures to control such pandemic.

What Can Data and Analytics Tell Us About COVID 19

What Can Data and Analytics Tell Us About COVID 19  Book
Author : Soraya Sedkaoui, PhD
Publisher : Elsevier
Release : 2021-06
ISBN : 9780323810562
Language : En, Es, Fr & De

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Book Description :

Throughout history, data and analytics have had a profound impact on human health-including isolating the source of London's cholera epidemic in the 1850s and promotion of new routine practices such as hand washing following the Crimean War. What Can Data and Analytics Tell Us About COVID-19? explores the power of analytics to shed light on the novel coronavirus that has threatened the health and economic welfare of people across the globe. This text familiarizes readers with different concepts related to data science, big data technology, and the various applications of machine learning algorithms for analyzing the available data on the global problem related to COVID-19. Covers how different methods, techniques, and powerful tools of data science and machine learning can be utilized to analyze and understand COVID-19. Features chapters on machine learning algorithms and patterns for COVID-19, data visualization and COVID-19 geography, patterns of confirmed cases, and more. Includes ample case studies. Consolidates today's available information on this timely topic into a single, convenient resource.

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

Advances in Data Science and Intelligent Data Communication Technologies for COVID 19 Book
Author : Aboul-Ella Hassanien,Sally M. Elghamrawy,Ivan Zelinka
Publisher : Springer Nature
Release : 2021-08-24
ISBN : 3030773027
Language : En, Es, Fr & De

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Book Description :

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.

Intelligent Systems and Methods to Combat Covid 19

Intelligent Systems and Methods to Combat Covid 19 Book
Author : Amit Joshi,Nilanjan Dey,K. C. Santosh
Publisher : Springer Nature
Release : 2020
ISBN : 9811565724
Language : En, Es, Fr & De

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Book Description :

This book discusses intelligent systems and methods to prevent further spread of COVID-19, including artificial intelligence, machine learning, computer vision, signal processing, pattern recognition, and robotics. It not only explores detection/screening of COVID-19 positive cases using one type of data, such as radiological imaging data, but also examines how data analytics-based tools can help predict/project future pandemics. In addition, it highlights various challenges and opportunities, like social distancing, and addresses issues such as data collection, privacy, and security, which affect the robustness of AI-driven tools. Also investigating data-analytics-based tools for projections using time series data, pattern analysis tools for unusual pattern discovery (anomaly detection) in image data, as well as AI-enabled robotics and its possible uses, the book will appeal to a broad readership, including academics, researchers and industry professionals.

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 : 2021-06-23
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.

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

Advances in Data Science and Intelligent Data Communication Technologies for COVID 19 Book
Author : Aboul-Ella Hassanien,Sally M. Elghamrawy,Ivan Zelinka
Publisher : Springer
Release : 2021-07-25
ISBN : 9783030773014
Language : En, Es, Fr & De

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Book Description :

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.

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.

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 : 2020-08-31
ISBN : 1000204456
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.

Impact of AI and Data Science in Response to Coronavirus Pandemic

Impact of AI and Data Science in Response to Coronavirus Pandemic Book
Author : Sushruta Mishra,Pradeep Kumar Mallick,Hrudaya Kumar Tripathy,Gyoo-Soo Chae,Bhabani Shankar Prasad Mishra
Publisher : Springer
Release : 2021-07-23
ISBN : 9789811627859
Language : En, Es, Fr & De

GET BOOK

Book Description :

The book presents advanced AI based technologies in dealing with COVID-19 outbreak and provides an in-depth analysis of variety of COVID-19 datasets throughout globe. It discusses recent artificial intelligence based algorithms and models for data analysis of COVID-19 symptoms and its possible remedies. It provides a unique opportunity to present the work on state-of-the-art of modern artificial intelligence tools and technologies to track and forecast COVID-19 cases. It indicates insights and viewpoints from scholars regarding risk and resilience analytics for policy making and operations of large-scale systems on this epidemic. A snapshot of the latest architectures, frameworks in machine learning and data science are also highlighted to gather and aggregate data records related to COVID-19 and to diagnose the virus. It delivers significant research outcomes and inspiring new real-world applications with respect to feasible AI based solutions in COVID-19 outbreak. In addition, it discusses strong preventive measures to control such pandemic.

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.

Machine Learning and Knowledge Discovery in Databases Applied Data Science Track

Machine Learning and Knowledge Discovery in Databases  Applied Data Science Track Book
Author : Yuxiao Dong
Publisher : Springer Nature
Release : 2021-10-21
ISBN : 3030865142
Language : En, Es, Fr & De

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Book Description :

Download Machine Learning and Knowledge Discovery in Databases Applied Data Science Track book written by Yuxiao Dong, available in PDF, EPUB, and Kindle, or read full book online anywhere and anytime. Compatible with any devices.

Foundations of Data Science for Engineering Problem Solving

Foundations of Data Science for Engineering Problem Solving Book
Author : Parikshit Narendra Mahalle
Publisher : Springer Nature
Release : 2021-10-21
ISBN : 9811651604
Language : En, Es, Fr & De

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Book Description :

Download Foundations of Data Science for Engineering Problem Solving book written by Parikshit Narendra Mahalle, available in PDF, EPUB, and Kindle, or read full book online anywhere and anytime. Compatible with any devices.

Big Data Analytics and Knowledge Discovery

Big Data Analytics and Knowledge Discovery Book
Author : Matteo Golfarelli
Publisher : Springer Nature
Release : 2021-10-21
ISBN : 3030865347
Language : En, Es, Fr & De

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Book Description :

Download Big Data Analytics and Knowledge Discovery book written by Matteo Golfarelli, available in PDF, EPUB, and Kindle, or read full book online anywhere and anytime. Compatible with any devices.

Mediterranean Forum Data Science Conference

Mediterranean Forum     Data Science Conference Book
Author : Jasminka Hasic Telalovic
Publisher : Springer Nature
Release : 2021-10-21
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.

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.

Machine Learning and Data Analytics for Predicting Managing and Monitoring Disease

Machine Learning and Data Analytics for Predicting  Managing  and Monitoring Disease Book
Author : Roy, Manikant,Gupta, Lovi Raj
Publisher : IGI Global
Release : 2021-06-25
ISBN : 1799871908
Language : En, Es, Fr & De

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Book Description :

Data analytics is proving to be an ally for epidemiologists as they join forces with data scientists to address the scale of crises. Analytics examined from many sources can derive insights and be used to study and fight global outbreaks. Pandemic analytics is a modern way to combat a problem as old as humanity itself: the proliferation of disease. Machine Learning and Data Analytics for Predicting, Managing, and Monitoring Disease explores different types of data and discusses how to prepare data for analysis, perform simple statistical analyses, create meaningful data visualizations, predict future trends from data, and more by applying cutting edge technology such as machine learning and data analytics in the wake of the COVID-19 pandemic. Covering a range of topics such as mental health analytics during COVID-19, data analysis and machine learning using Python, and statistical model development and deployment, it is ideal for researchers, academicians, data scientists, technologists, data analysts, diagnosticians, healthcare professionals, computer scientists, and students.

Creativity in Intelligent Technologies and Data Science

Creativity in Intelligent Technologies and Data Science Book
Author : Alla G. Kravets,Maxim Shcherbakov,Danila Parygin,Peter P. Groumpos
Publisher : Springer Nature
Release : 2021-09-15
ISBN : 3030870340
Language : En, Es, Fr & De

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Book Description :

This book constitutes the proceedings of the 4th Conference on Creativity in Intellectual Technologies and Data Science, CIT&DS 2021, held in Volgograd, Russia, in September 2021. The 39 full papers, 7 short papers, and 2 keynote papers presented were carefully reviewed and selected from 182 submissions. The papers are organized in the following topical sections: Artificial intelligence and deep learning technologies: knowledge discovery in patent and open sources; open science semantic technologies; IoT and computer vision in knowledge-based control; Cyber-physical systems and big data-driven control: pro-active modeling in intelligent decision making support; design creativity in CASE/CAI/CAD/PDM; intelligent technologies in urban design and computing; Intelligent technologies in social engineering: data science in social networks analysis and cyber security; educational creativity and game-based learning; intelligent assistive technologies: software design and application.

Data Science

Data Science Book
Author : Jianchao Zeng
Publisher : Springer Nature
Release : 2021-10-21
ISBN : 9811659435
Language : En, Es, Fr & De

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Book Description :

Download Data Science book written by Jianchao Zeng, available in PDF, EPUB, and Kindle, or read full book online anywhere and anytime. Compatible with any devices.