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10.1109/JBHI.2020.3001216

http://scihub22266oqcxt.onion/10.1109/JBHI.2020.3001216
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32750931!ä!32750931

suck abstract from ncbi


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pmid32750931      IEEE+J+Biomed+Health+Inform 2020 ; 24 (10): 2733-2742
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  • Deep Sentiment Classification and Topic Discovery on Novel Coronavirus or COVID-19 Online Discussions: NLP Using LSTM Recurrent Neural Network Approach #MMPMID32750931
  • Jelodar H; Wang Y; Orji R; Huang S
  • IEEE J Biomed Health Inform 2020[Oct]; 24 (10): 2733-2742 PMID32750931show ga
  • Internet forums and public social media, such as online healthcare forums, provide a convenient channel for users (people/patients) concerned about health issues to discuss and share information with each other. In late December 2019, an outbreak of a novel coronavirus (infection from which results in the disease named COVID-19) was reported, and, due to the rapid spread of the virus in other parts of the world, the World Health Organization declared a state of emergency. In this paper, we used automated extraction of COVID-19-related discussions from social media and a natural language process (NLP) method based on topic modeling to uncover various issues related to COVID-19 from public opinions. Moreover, we also investigate how to use LSTM recurrent neural network for sentiment classification of COVID-19 comments. Our findings shed light on the importance of using public opinions and suitable computational techniques to understand issues surrounding COVID-19 and to guide related decision-making. In addition, experiments demonstrated that the research model achieved an accuracy of 81.15% - a higher accuracy than that of several other well-known machine-learning algorithms for COVID-19-Sentiment Classification.
  • |*Coronavirus Infections/epidemiology[MESH]
  • |*Pandemics[MESH]
  • |*Pneumonia, Viral/epidemiology[MESH]
  • |*Public Opinion[MESH]
  • |*Social Media[MESH]
  • |Algorithms[MESH]
  • |Betacoronavirus[MESH]
  • |COVID-19[MESH]
  • |Computational Biology[MESH]
  • |Data Mining[MESH]
  • |Deep Learning[MESH]
  • |Humans[MESH]
  • |Internet[MESH]
  • |Natural Language Processing[MESH]
  • |Neural Networks, Computer[MESH]


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