Multistream BertGCN for Sentiment Classification Based on Cross-Document Learning

• Published in: Quantum engineering Vol. 2023; pp. 1 - 9
• Main Authors: Li, Meng, Xie, Yujin, Yang, Weifeng, Chen, Shenyu
• Format: Journal Article
• Language: English
• Published: Hoboken Hindawi 13.11.2023; John Wiley & Sons, Inc
• Subjects: Accuracy; Artificial neural networks; Classification; Datasets; Deep learning; Dictionaries; Documents; Experiments; Graph representations; Graphs; Information processing; Language; Learning; Machine learning; Natural language processing; Neural networks; Public opinion surveys; Sentiment analysis; Text categorization; Topology

Very recently, the BERT graph convolutional network (BertGCN) model has attracted much attention from researchers due to its good text classification performance. However, just using original documents in the corpus to construct the topology of graphs for GCN-based models may lose some effective inf...