2022
DOI: 10.11591/ijece.v12i3.pp3104-3117
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Predicting the status of COVID-19 active cases using a neural network time series

Abstract: <span>The design of intelligent systems for analyzing information and predicting the epidemiological trends of the disease is rapidly expanding because of the coronavirus disease (COVID-19) pandemic. The COVID-19 datasets provided by Johns Hopkins University were included in the analysis. This dataset contains some missing data that is imputed using the multi-objective particle swarm optimization method. A time series model based on nonlinear autoregressive exogenou (NARX) neural network is proposed to p… Show more

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Cited by 5 publications
(5 citation statements)
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“…The neural network method is a computational mathematical model that contains a set of probabilities that are fully connected and arranged in two or more layers. (Khrisat & Alqadi, 2022) (Almasinejad et al, 2022) We will use the neural network method to classify data on people's buying interest in Pertamax fuel. (Cases et al, 2019) In our opinion, the neural network method can be superior for use as accuracy in data classification.…”
Section: Methodsmentioning
confidence: 99%
“…The neural network method is a computational mathematical model that contains a set of probabilities that are fully connected and arranged in two or more layers. (Khrisat & Alqadi, 2022) (Almasinejad et al, 2022) We will use the neural network method to classify data on people's buying interest in Pertamax fuel. (Cases et al, 2019) In our opinion, the neural network method can be superior for use as accuracy in data classification.…”
Section: Methodsmentioning
confidence: 99%
“…The Neural Network method is a method with a classification model found in data mining that contains a group of probabilities that are fully connected and arranged in two or more layers (Almasinejad et al, 2022) (Khrisat & Alqadi, 2022). The author uses the method neural network, because this method can be superior for use as accuracy in data classification (Chai, Wong, Goh, Wang, & Wang, 2019).…”
Section: Methodsmentioning
confidence: 99%
“…Neural network models are computational mathematical structures that contain a series of connected probabilities in a multi-layer structure, offering a comprehensive approach to data processing (Khrisat & Alqadi, 2022) (Anggriandi, Utami, & Ariatmanto, 2023). We use a neural network to predict purchasing interest, with the Orange application as the main tool in data processing (Almasinejad, Golabpour, Ahouz, Reza, & Meybodi, 2022) (Firdaus, Yunardi, Agustin, & Putri, 2020. In this research, the author uses a neural network model to analyze interview questions with the help of Chatbot on Google Collab.…”
Section: Literature Reviewmentioning
confidence: 99%