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Survey of Applications of Neural Networks and Machine Learning to COVID-19 Predictions

Survey of Applications of Neural Networks and Machine Learning to COVID-19 Predictions

ISBN13: 9781799884552|ISBN10: 1799884554|ISBN13 Softcover: 9781799884569|EISBN13: 9781799884576
DOI: 10.4018/978-1-7998-8455-2.ch002
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MLA

Segall, Richard S. "Survey of Applications of Neural Networks and Machine Learning to COVID-19 Predictions." Biomedical and Business Applications Using Artificial Neural Networks and Machine Learning, edited by Richard S. Segall and Gao Niu, IGI Global, 2022, pp. 30-57. https://doi.org/10.4018/978-1-7998-8455-2.ch002

APA

Segall, R. S. (2022). Survey of Applications of Neural Networks and Machine Learning to COVID-19 Predictions. In R. Segall & G. Niu (Eds.), Biomedical and Business Applications Using Artificial Neural Networks and Machine Learning (pp. 30-57). IGI Global. https://doi.org/10.4018/978-1-7998-8455-2.ch002

Chicago

Segall, Richard S. "Survey of Applications of Neural Networks and Machine Learning to COVID-19 Predictions." In Biomedical and Business Applications Using Artificial Neural Networks and Machine Learning, edited by Richard S. Segall and Gao Niu, 30-57. Hershey, PA: IGI Global, 2022. https://doi.org/10.4018/978-1-7998-8455-2.ch002

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Abstract

The purpose of this chapter is to illustrate how artificial intelligence (AI) technologies have been used for COVID-19 detection and analysis. Specifically, the use of neural networks (NN) and machine learning (ML) are described along with which countries are creating these techniques and how these are being used for COVID-19 diagnosis and detection. Illustrations of multi-layer convolutional neural networks (CNN), recurrent neural networks (RNN), and deep neural networks (DNN) are provided to show how these are used for COVID-19 detection and prediction. A summary of big data analytics for COVID-19 and some available COVID-19 open-source data sets and repositories and their characteristics for research and analysis are also provided. An example is also shown for artificial intelligence (AI) and neural network (NN) applications using real-time COVID-19 data.

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