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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


Studies in Big Data, Band 78

von: Aboul-Ella Hassanien, Nilanjan Dey, Sally Elghamrawy

96,29 €

Verlag: Springer
Format: PDF
Veröffentl.: 12.10.2020
ISBN/EAN: 9783030552589
Sprache: englisch

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Beschreibungen

<p>This book includes research articles and expository papers on the applications of artificial intelligence and big data analytics to battle the pandemic.&nbsp;In the context of COVID-19, this book focuses on how&nbsp;big data analytic and artificial intelligence&nbsp;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.&nbsp;<br></p>
Coronavirus Spreading Forecasts based on Susceptible-Infectious- Recovered and Linear Regression Model.- Virus Graph and COVID-19 Pandemic: A Graph Theory Approach.- Nonparametric Analysis of Tracking Data in the Context of COVID-19 Pandemic.-&nbsp;Visualization and prediction of trends of Covid-19 pandemic during early outbreak in India using DNN and SVR.-&nbsp;The Detection of COVID-19 in CT Medical Images: A Deep Learning Approach.-&nbsp;COVID-19 Data Analysis and Innovative approach in Prediction of Cases.- Detection of COVID-19 using Chest Radiographs with Intelligent Deployment Architecture.-&nbsp;COVID-19 Diagnostics from the Chest X-Ray Image Using Corner-Based Weber Local Descriptor.-&nbsp;Why are Generative Adversarial Networks Vital for Deep Neural Networks? A Case Study on COVID-19 Chest X-Ray Images.-&nbsp;Artificial intelligence against COVID-19: A meta-analysis of current research.-&nbsp;Insights of Artificial Intelligence to Stop Spread of COVID-19.-&nbsp;AI based Covid19 analysis-A pragmatic approach.-&nbsp;Artificial Intelligence and Psychosocial Support during the COVID-19 Outbreak.-&nbsp;Role of The Accurate Detection of Core Body Temperature in The Early Detection of Coronavirus.-&nbsp;The effect Coronavirus Pendamic on Education into Electronic Multi-Modal Smart Education.-&nbsp;An H2O’s Deep Learning-inspired model based on Big Data analytics for Coronavirus Disease (COVID-19) Diagnosis.-&nbsp;Coronavirus (COVID-19) Classification using Deep Features Fusion and Ranking Technique.-&nbsp;Stacking Deep Learning for Early COVID-19 Vision Diagnosis
This book includes research articles and expository papers on the applications of artificial intelligence and big data analytics to battle the pandemic.&nbsp;In the context of COVID-19, this book focuses on how&nbsp;big data analytic and artificial intelligence&nbsp;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.&nbsp;<p></p>
Presents big data analytics tools and Artificial Intelligence (AI) techniques, useful for the fight against COVID-19 Focuses on the integration between Big Data Analytics tools and Artificial Intelligence technologies in order to help healthcare workers for early and accurately diagnosing COVID-19 cases Exhibits state-of-the-art research challenges, results, architecture, applications, and other achievements related to the area of AI/Big data to COVID-19

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