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COVID-19 : origin, detection and impact analysis using artificial intelligence computational techniques / Parag Verma, Ankur Dumka, Alaknanda Ashok, Amit Dumka, Anuj Bhardwaj.

By: Contributor(s): Material type: TextTextPublication details: Boca Raton, Florida : CRC Press, 2022.Description: xviii, 510 pages : illustrations (chiefly color) ; 26 cmContent type:
  • text
Media type:
  • unmediated
Carrier type:
  • volume
ISBN:
  • 0367674661
  • 0367674688
  • 9780367674663
  • 9780367674687
Subject(s): Genre/Form: LOC classification:
  • RA644.V522.C685 2022
Available additional physical forms:
Contents:
PART I Origin and Background of COV/D-19
Chapter 1 Introduction to Emerging Respiratory Viruses with Coronavirus Disease (COVID-19)
New and Newly Recognized Respiratory Viruses -- Influenza Viruses -- H1N1 Influenza -- H2N2 Influenza -- Avian Influenza (Al) -- Hantavirus -- Human Metapneumovirus (HMPV) -- Bocavirus -- Coronavirus -- Timeline of the Emerging Viruses -- SARS-CoV-2 -- Compression of Coronaviruses in Humans-SARS-CoV, MERS-CoV, and COVID-19 -- Prevention, Control, and Management Strategies from SARS-CoV-2
Chapter 2 The Origin Molecular Structure, Function, and Evolution Insights of COVID-19: Morphogenesis and Spike Proteins
Emergence of SARS-CoV and SARS-CoV-2 -- Classification of Coronaviruses -- Key Features and Entry Mechanism of Human Coronaviruses -- Morphology, Genomic Structure, and Its Variation of SARS-CoV-2 -- Structure, Function, Antigenicity, and ACE2 Recognition by the SARS- CoV-2 Spike Glycoprotein -- Computation Approach
PART II COVID-19 Screening/ Testing and Detection Systems: Different Paths to the Same Destination
Chapter 3 Real Time-Polymerase Chain Reaction (RT-PCR) and Antibody Test
Real Time RT-PCR -- Computational Technique of RT-PCR Test Diagnostic Sensitivity and Specificity Reconstruction for COVID-19 -- Digital Polymerase Chain Reaction -- Computational Technique of ddPCR Test for Sensitivity Assessment of COVID-19
Chapter 4 Antigen-Antibody Reaction-Based Immunodiagnostics Method
Definition of Basic Terms of lmmunoassay for Disease -- Emerged Rapid Immunodiagnostic tic (Serology Immunoassays) Tests -- SARS-CoV-2 Infectivity and Immune Response -- Computational Method -- Support Vector Machine to Predict B-Cell
PART Ill COVID-19 Detection: Advanced Image Processing with Artificial Intelligence Techniques
Chapter 5 Lung Function Testing (LFT) with Normal CT Scans and AI Algorithm
General Consideration of PFT for COVID-19 -- Review of Chest CT Findings in Early COVID-19 Studies -- Monitoring the Severity and Progression of COVID-19 with Chest CT -- Correlation of Testing with rRT-PCR and Chest CT -- The Ability to Differentiate Between COVID-19 Pneumonia and Other Pneumonias -- Deep Learning Architectures for CT SCAN
Chapter 6 Chest X-Ray Image-Based Testing Using Machine Learning Techniques
Chest X-Ray Imaging for COVID-19 -- Machine Learning Architectures for Chest X-Ray
Chapter 7 Blood Cell Microscope Image-Based Testing Using Deep Learning Techniques
COVID-19 and Blood Analysis: A Case Study -- Computation Techniques
PART IV Analysis of the Pre- and Post-Impact of the COVJD-19 Pandemic Crisis
Chapter 8 Direct and Indirect Impacts of Environmental Factors on the COVID-19 Pandemic
COVID-19 and Other Large-Scale Epidemic Diseases of the 21st Century -- COVID-19 Environmental Impacts -- Impacts on the Present Climate and Climate Change -- Artificial Intelligence Tools and Techniques to Measure and Analysis the Impact of COVID-19 on Environment
Chapter 9 Direct and Indirect Impacts of the COVID-19 Pandemic Crisis on Economy
Impact Analysis from Past Epidemics as a Statistical Lesson -- Pandemic Scenario -- Global Economy Affection and Policies to Competing COVID-19 -- Direct and Indirect Costs -- Computational Model for Visual Analysis of COVID-19's Impact on the Global Economy
Chapter 10 Direct and Indirect Impacts of the COVID-19 Pandemic Crisis on Food & Agriculture
The Impact of COVID-19 on Agriculture-Food Market -- Immediate Impacts -- Computation Model of Analysis -- Time Series Analysis
Chapter 11 Direct and Indirect Impacts of the COVID-19 Pandemic Crisis on Hotels, Tour and Travel Sectors
Current Situation in the Tourism Sector -- COVID-19 Circumstances and Tourism -- COVID-19: Dismantling and Re-Mantling Tourism in Three Stages -- Impact of the Current Crisis on Tourism Destinations -- Computational Models for Tourism Demand Forecasting -- Expected Impactful Sectors Analysis
Chapter 12 Direct and Indirect Impacts of the COVID-19 Pandemic Crisis on Human Physical and Physiological Health
Impact of COVID-19 and Physical Inactivity on The Immune System -- COVID-19 Infection and the Brain Function -- Recommendation to Fight Against COVID-19-Associated Neurological and Mental Disorders -- Impact of COVID-19 on Older Adults -- Computational Approach to Analysis Impact of COVID-19 on Human Physiological Health -- A Digital Mental Health Revolution.
Summary: This book highlights progress in terms of Virus Biology and Infection Detection, Prevention, and Control, along with Screening, Testing, and Detection Techniques, that will provide learners and researchers (from basic to advanced) with the most innovative computer-driven methodologies for the fight against COVID-19. In addition, this book also covers the Pre- and Post-Impact of the COVID-19 Pandemic Crisis that will definitely provide useful content for researchers to think broadly about the analytical areas affected by COVID-19. This ultimately shows different paths to the same destination to help understand the nature of the COVID-19 pandemic and how to avoid it in the future.
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Nursing-Reference (LIBRARY USE ONLY) G. Allen Fleece Library Reference (1st floor - front of library) RA644.V522.C685 2022 (Browse shelf(Opens below)) Available 31923002083430

PART I Origin and Background of COV/D-19

Chapter 1 Introduction to Emerging Respiratory Viruses with Coronavirus Disease (COVID-19)

New and Newly Recognized Respiratory Viruses -- Influenza Viruses -- H1N1 Influenza -- H2N2 Influenza -- Avian Influenza (Al) -- Hantavirus -- Human Metapneumovirus (HMPV) -- Bocavirus -- Coronavirus -- Timeline of the Emerging Viruses -- SARS-CoV-2 -- Compression of Coronaviruses in Humans-SARS-CoV, MERS-CoV, and COVID-19 -- Prevention, Control, and Management Strategies from SARS-CoV-2

Chapter 2 The Origin Molecular Structure, Function, and Evolution Insights of COVID-19: Morphogenesis and Spike Proteins

Emergence of SARS-CoV and SARS-CoV-2 -- Classification of Coronaviruses -- Key Features and Entry Mechanism of Human Coronaviruses -- Morphology, Genomic Structure, and Its Variation of SARS-CoV-2 -- Structure, Function, Antigenicity, and ACE2 Recognition by the SARS- CoV-2 Spike Glycoprotein -- Computation Approach

PART II COVID-19 Screening/ Testing and Detection Systems: Different Paths to the Same Destination

Chapter 3 Real Time-Polymerase Chain Reaction (RT-PCR) and Antibody Test

Real Time RT-PCR -- Computational Technique of RT-PCR Test Diagnostic Sensitivity and Specificity Reconstruction for COVID-19 -- Digital Polymerase Chain Reaction -- Computational Technique of ddPCR Test for Sensitivity Assessment of COVID-19

Chapter 4 Antigen-Antibody Reaction-Based Immunodiagnostics Method

Definition of Basic Terms of lmmunoassay for Disease -- Emerged Rapid Immunodiagnostic tic (Serology Immunoassays) Tests -- SARS-CoV-2 Infectivity and Immune Response -- Computational Method -- Support Vector Machine to Predict B-Cell

PART Ill COVID-19 Detection: Advanced Image Processing with Artificial Intelligence Techniques

Chapter 5 Lung Function Testing (LFT) with Normal CT Scans and AI Algorithm

General Consideration of PFT for COVID-19 -- Review of Chest CT Findings in Early COVID-19 Studies -- Monitoring the Severity and Progression of COVID-19 with Chest CT -- Correlation of Testing with rRT-PCR and Chest CT -- The Ability to Differentiate Between COVID-19 Pneumonia and Other Pneumonias -- Deep Learning Architectures for CT SCAN

Chapter 6 Chest X-Ray Image-Based Testing Using Machine Learning Techniques

Chest X-Ray Imaging for COVID-19 -- Machine Learning Architectures for Chest X-Ray

Chapter 7 Blood Cell Microscope Image-Based Testing Using Deep Learning Techniques

COVID-19 and Blood Analysis: A Case Study -- Computation Techniques

PART IV Analysis of the Pre- and Post-Impact of the COVJD-19 Pandemic Crisis

Chapter 8 Direct and Indirect Impacts of Environmental Factors on the COVID-19 Pandemic

COVID-19 and Other Large-Scale Epidemic Diseases of the 21st Century -- COVID-19 Environmental Impacts -- Impacts on the Present Climate and Climate Change -- Artificial Intelligence Tools and Techniques to Measure and Analysis the Impact of COVID-19 on Environment

Chapter 9 Direct and Indirect Impacts of the COVID-19 Pandemic Crisis on Economy

Impact Analysis from Past Epidemics as a Statistical Lesson -- Pandemic Scenario -- Global Economy Affection and Policies to Competing COVID-19 -- Direct and Indirect Costs -- Computational Model for Visual Analysis of COVID-19's Impact on the Global Economy

Chapter 10 Direct and Indirect Impacts of the COVID-19 Pandemic Crisis on Food & Agriculture

The Impact of COVID-19 on Agriculture-Food Market -- Immediate Impacts -- Computation Model of Analysis -- Time Series Analysis

Chapter 11 Direct and Indirect Impacts of the COVID-19 Pandemic Crisis on Hotels, Tour and Travel Sectors

Current Situation in the Tourism Sector -- COVID-19 Circumstances and Tourism -- COVID-19: Dismantling and Re-Mantling Tourism in Three Stages -- Impact of the Current Crisis on Tourism Destinations -- Computational Models for Tourism Demand Forecasting -- Expected Impactful Sectors Analysis

Chapter 12 Direct and Indirect Impacts of the COVID-19 Pandemic Crisis on Human Physical and Physiological Health

Impact of COVID-19 and Physical Inactivity on The Immune System -- COVID-19 Infection and the Brain Function -- Recommendation to Fight Against COVID-19-Associated Neurological and Mental Disorders -- Impact of COVID-19 on Older Adults -- Computational Approach to Analysis Impact of COVID-19 on Human Physiological Health -- A Digital Mental Health Revolution.

This book highlights progress in terms of Virus Biology and Infection Detection, Prevention, and Control, along with Screening, Testing, and Detection Techniques, that will provide learners and researchers (from basic to advanced) with the most innovative computer-driven methodologies for the fight against COVID-19. In addition, this book also covers the Pre- and Post-Impact of the COVID-19 Pandemic Crisis that will definitely provide useful content for researchers to think broadly about the analytical areas affected by COVID-19. This ultimately shows different paths to the same destination to help understand the nature of the COVID-19 pandemic and how to avoid it in the future.

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