journal article·2024Open access

GATiT: An Intelligent Diagnosis Model Based on Graph Attention Network Incorporating Text Representation in Knowledge Reasoning

Yu Song, Pengcheng Wu, Dongming Dai, Mingyu Gui, Kunli Zhang

Computers, Materials & Continua· Volume 80· Issue 3

Abstract

The growing prevalence of knowledge reasoning using knowledge graphs (KGs) has substantially improved the accuracy and efficiency of intelligent medical diagnosis. However, current models primarily integrate electronic medica... | Find, read and cite all the research you need on Tech Science Press
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Research context

OpenAlex topics: Advanced Text Analysis Techniques · Cognitive Computing and Networks · Advanced Graph Neural Networks

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References (32)

Show source-provided references
1. Artificial intelligence in medical diagnosis: Methods, algorithms and applications
2. Aggarwal · Mining Text Data · 2012 · 16310.1007/978-1-4614-3223-4_6 ↗
3. The comparative experimental study of multilabel classification for diagnosis assistant based on Chinese obstetric EMRs10.1155/2018/7273451 ↗
4. Deep learning-based text classification: A comprehensive review
5. Knowledge graphs10.1145/3447772 ↗
6. Construction and application of a knowledge graph10.3390/rs13132511 ↗
7. A review: Knowledge reasoning over knowledge graph10.1016/j.eswa.2019.112948 ↗
8. The graph neural network model10.1109/TNN.2008.2005605 ↗
9. Review of graph neural networks applied to knowledge graph reasoning
10. Revisiting pre-trained models for Chinese natural language processing
11. BERT: Pre-training of deep bidirectional transformers for language understanding
12. Graph attention networks
13. Intelligent diagnosis with Chinese electronic medical records based on convolutional neural networks
14. PMRSS: Privacy-preserving medical record searching scheme for intelligent diagnosis in IoT healthcare10.1109/TII.2021.3070544 ↗
15. A novel sequence-to-subgraph framework for diagnosis classification
16. KerPrint: Local-global knowledge graph enhanced diagnosis prediction for retrospective and prospective interpretations
17. Feature aggregation-based multi-relational knowledge reasoning for COPD intelligent diagnosis10.1016/j.compeleceng.2023.109068 ↗
18. Research on double-graphs knowledge-enhanced intelligent diagnosis
19. BERT with history answer embedding for conversational question answering
20. Learning entity and relation embeddings for knowledge graph completion
21. RoBERTa: A robustly optimized BERT pretraining approach
22. Clinical assistant diagnosis for electronic medical record based on convolutional neural network10.1038/s41598-018-24389-w ↗
23. Construction of Chinese obstetrics knowledge graph based on the multiple sources data
24. Preliminary exploration of constructing Chinese medical knowledge graph CMeKG
25. Long short-term memory10.1162/neco.1997.9.8.1735 ↗
26. Convolutional neural networks for sentence classification
27. Recurrent convolutional neural networks for text classification
28. Attention-based bidirectional long short-term memory networks for relation classification
29. Vaswani · Adv. in Neural Inf. Process. Syst. · 4–9 Dec. 2017 · 6000
30. Deep pyramid convolutional neural networks for text categorization
31. Knowledge-enabled diagnosis assistant based on obstetric EMRs and knowledge graph
32. Graph-based structural knowledge-aware network for diagnosis assistant10.3934/mbe.2022492 ↗