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26 May 2023 A text sentiment multi-classification method based on dual graph convolutional network
Ling Gan, Zuojie Chen
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Proceedings Volume 12700, International Conference on Electronic Information Engineering and Data Processing (EIEDP 2023); 1270020 (2023) https://doi.org/10.1117/12.2682317
Event: International Conference on Electronic Information Engineering and Data Processing (EIEDP 2023), 2023, Nanchang, China
Abstract
At present, text sentiment multi-classification model has problems of insufficient semantic feature fusion and ignore the syntactic structure of sentences. Therefore, this paper proposes a dual graph convolutional network model, which extract semantic and syntactic information of text by semantic graph convolutional network and syntactic graph convolutional network. Also, this paper proposes a label graph embedding method to fuse richer semantic features. Finally, experiments on two public datasets show that our method achieves better results.
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Ling Gan and Zuojie Chen "A text sentiment multi-classification method based on dual graph convolutional network", Proc. SPIE 12700, International Conference on Electronic Information Engineering and Data Processing (EIEDP 2023), 1270020 (26 May 2023); https://doi.org/10.1117/12.2682317
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KEYWORDS
Semantics
Data modeling
Analytical research
Feature extraction
Neural networks
Network architectures
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