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
Table of Contents
1. Predictive models to the COVID-192. An AI Based Decision Support and Resource Management System for COVID-19 Pandemic3. Normalizing Images is Good to Improve Computer-Assisted COVID-19 Diagnosis4. Detection and Screening of COVID-19 Through Chest CT Radiographs Using Deep Neural Networks5. Differential Evolution to improve the effectiveness of the epidemiological SEIR model enhanced with dynamic social distancing: the case of COVID-19 and Italy6. Limitations and Challenges on the Diagnosis of COVID-19 Using Radiology Images and Deep Learning7. Deep Convolutional Neural Network Based Image Classification for Covid-19 Diagnosis8. Statistical Machine Learning Forecasting Simulation for Discipline Prediction and Cost Estimation of COVID-19 Pandemic9. Application of Machine Learning for the Diagnosis of COVID-1910. PwCOV in Cluster Based Web Server: An Assessment of Service Oriented Computing for COVID-19 Disease Processing System11. COVID-19-affected Medical Image Analysis using Denser Net12. uTakeCare: unlock full decentralization of personal data for a respectful decontainment in the context of COVID-19: toward a digitally empowered anonymous citizenship13. COVID-19 Detection from Chest X-Rays Using Transfer Learning with Deep CNN14. Lexicon Based Sentiment Analysis Using Twitter Data: A Case of COVID-19 Outbreak in India and Abroad15. Real time social distancing alerting and contact tracing using image processing16. Machine Learning Models for Predicting Survivability in COVID-19 Patients17. Robust and Secured Telehealth System for COVID-19 Patients18. A Novel Approach to Predict COVID-19 Using Support Vector Machine19. An Ensemble Predictive Analytics of Covid-19 Infodemic Tweets Using Bag of Words20. Forecast & Prediction of Covid-19 Using Machine Learning21. Time Series Analysis of the COVID-19 Pandemic in Australia using Genetic Programming22. Image Analysis and Data Processing for COVID-1923. A Demystifying Convolutional Neural Networks using Gradcam for Prediction of Coronavirus Disease (Covid-19) On X-Ray Images24. Transfer Learning Based Convolutional Neural Network for Covid-19 Detection with X-Ray Images25. Computational Modelling of the Pharmacological actions of some anti-viral agents against SARS-CoV-226. Mobile Technology Solutions for COVID-19: RSSI-based COVID-19 mobile app to comply with social distancing using bluetooth signals from smartphones27. COVID-19 Pandemic in India: Forecasting Using Machine Learning Techniques28. Mathematical Recipe for Curbing Corona Virus (Covid-19) Transmition Dynamics29. Sliding Window Time Series Forecasting with Multi-Layer Perceptron and Multi Regression of COVID-19 outbreak in Malaysia30. A Two-Level Deterministic Reasoning Pattern to Curb the Spread of Covid-19 in Africa31. Data-driven approach to covid-19 infection forecast in Nigeria using negative binomial regression model32. A Novel Machine Learning Based Detection and Diagnosis Model for Corona Virus Disease (Covid-19) using Discrete Wavelet Transform (DWT) with Rough Neural Network (RNN)33. Artificial Intelligence Based Solutions for Early Identification and Classification of COVID-19 and Acute Respiratory Distress Syndrome34. Internet of Medical Things (IoMT) with Machine Learning based COVID-19 Diagnosis Model using Chest X-Ray Images35. The growth of COVID-19 in Spain. A view based on time-series forecasting methods36. On Privacy Enhancement Using u-Indistinguishability to COVID19 Contact Tracing Approach in Korea37. Scheduling Shuttle Ambulance Vehicles for COVID-19 Quarantine Cases, A Multi-objective Multiple 0-1 Knapsack Model with A Novel Discrete Binary Gaining-Sharing knowledge-based Optimization Algorithm
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