Diagnosis of dairy cow diseases by knowledge-driven deep learning based on the text reports of illness state

• Published in: Computers and electronics in agriculture Vol. 205; p. 107564
• Main Authors: Wang, Haodong, Shen, Weizheng, Zhang, Yi, Gao, Meng, Zhang, Qinggang, A, Xiaohui, Du, Haitao, Qiu, Bailong
• Format: Journal Article
• Language: English
• Published: Elsevier B.V 01.02.2023
• Subjects: Auxiliary disease diagnosis; Dairy farming; Deep learning; Knowledge graph; Text classification; Deep learning; Auxiliary disease diagnosis; Dairy farming; Text classification; Knowledge graph

•Text reports of illness state are used for rapid diagnosis of dairy cow disease.•External knowledge graph is employed to extract more implicit information.•The hybrid Bi-LSTM-CNN framework captures global long-terms and local features.•Knowledge-driven deep learning makes effective diagnosis. Exper...