ABSTRACT

Intelligent Modeling, Prediction, and Diagnosis from Epidemiological Data: COVID-19 and Beyond is a handy treatise to elicit and elaborate possible intelligent mechanisms for modeling, prediction, diagnosis, and early detection of diseases arising from outbreaks of different epidemics with special reference to COVID-19. Starting with a formal introduction of the human immune systems, this book focuses on the epidemiological aspects with due cognizance to modeling, prevention, and diagnosis of epidemics. In addition, it also deals with evolving decisions on post-pandemic socio-economic structure.

The book offers a comprehensive coverage of the most essential topics, including:

  • A general overview of pandemics and their outbreak behavior
  • A detailed overview of CI techniques
  • Intelligent modeling, prediction, and diagnostic measures for pandemics
  • Prognostic models
  • Post-pandemic socio-economic structure

The accompanying case studies are based on available real-world data sets.

While other books may deal with this COVID-19 pandemic, none features topics covering the human immune system as well as influences on the environmental disorder due to the ongoing pandemic.

The book is primarily intended to benefit medical professionals and healthcare workers as well as the virologists who are essentially the frontline fighters of this pandemic. In addition, it also serves as a vital resource for relevant researchers in this interdisciplinary field as well as for tutors and postgraduate and undergraduate students of information sciences.

chapter 1|24 pages

Human Immune System and Infectious Disease

ByFaruk Bin Poyen

chapter 4|18 pages

Leveraging Artificial Intelligence (AI) during the Coronavirus Pandemic: Applications and Challenges

ByPrabha Susy Mathew, Anitha S. Pillai, Bindu Menon

chapter 5|16 pages

Early Prediction of Coronavirus Epidemic Outbreak Using Stacked Long Short-Term Memory Networks

ByDebanjan Konar, Siddhartha Bhattacharyya, Sourav De, Aparajita Das, Jan Platos, Sergey V. Gorbachev, Khan Muhammad

chapter 6|21 pages

Use of Satellite Sensors to Diagnose Changes in Air Quality in Africa Before and During the COVID-19 Pandemic

ByLoubna Bouhachlaf, Jamal Mabrouki, Fatimazahra Mousli, Souad El Hajjaji, Driss Dhiba

chapter 8|29 pages

Exploring Twitter Data to Understand the Impact of COVID-19 Pandemic in India Using NLP and Deep Learning

ByRahul Deb Das, Ananda Sankar Pal, Madorina Paul, Anjan Mandal

chapter 9|21 pages

Novel Coronavirus (COVID-19): Tracking, Health Care Precautions, Alerts, and Early Warnings

ByAnupam Mondal, Naba Kumar Mondal

chapter 10|22 pages

Edge Computing-Based Smart Healthcare System for Home Monitoring of Quarantine Patients: Security Threat and Sustainability Aspects

ByBiswajit Debnath, Adrija Das, Ankita Das, Rohit Roy Chowdhury, Saswati Gharami, Abhijit Das