TCM syndrome classification using graph convolutional network

•A classification method was developed for syndromes in traditional Chinese medicine.•Symptoms are informative clues to the identification of different syndromes.•Graph convolutional network can provide enhanced features for symptoms.•Besides symptoms, state elements can contribute to TCM syndrome classification.