主要成果 |
科研項目🎄: 1. 國家青年自然科學基金項目,模型約束強化學習驅動的臨床決策支持方法研究,30萬,項目負責人🤵♂️。 2. 上海市自然科學基金面上項目🪱,面向睡眠呼吸障礙患者全流程輔助診斷算法應用研究,20萬,項目負責人。 3. 復旦大學附屬耳鼻喉科醫院合作項目📚,睡眠呼吸障礙智能化診斷醫工交叉創新團隊👰🏼,30萬,高級研究人員。 4. 校企合作項目,青少年人工智能科創項目設計與指導,45萬,項目負責人。 部分代表論文: 1. Qiu, X., Shi, S., Tan, X., et al. (2023). Gram-based Attentive Neural Ordinary Differential Equations Network for Video Nystagmography Classification. (Accepted by ICCV 2023, CCF A類人工智能頂級會議) 2. Qiu, X., Tan, X., Li, Q., Chen, S., Ru, Y., & Jin, Y. (2022). A latent batch-constrained deep reinforcement learning approach for precision dosing clinical decision support. Knowledge-Based Systems, 237, 107689. (SCI; IF: 8.038, 一區Top,CCF推薦期刊) 3. Qiu, X., Tan, X., Yan, F., Su, Q., Chen, J., & Jiang, X. (2021). Semi-supervised recommender system for bone implant ratio recommendation. Journal of Ambient Intelligence and Humanized Computing, 1-10. (SCI; IF: 7.104, 二區) 4. Chen, S., Qiu, X.*, Tan, X., Fang, Z., & Jin, Y. (2022). A Model-based Hybrid Soft Actor-Critic Deep Reinforcement Learning Algorithm for Optimal Ventilator Settings. Information Sciences, 611,47-64. (SCI; IF: 8.233, 一區Top,CCF推薦期刊) 5. Ru, Y., Qiu, X.*, Tan, X., Chen, B., Gao, Y., & Jin, Y. (2022). Sparse-attentive meta temporal point process for clinical decision support. Neurocomputing, 485, 114-123. (SCI; IF: 5.779, 二區🥡,CCF推薦期刊) 6. Qian, J., Qiu, X.*, Tan, X., Li, Q., Chen, J., & Jiang, X. (2022). An Attentive LSTM based approach for adverse drug reactions prediction. Applied Intelligence, 1-15. (SCI; IF: 5.019, 二區👩🏿,CCF推薦期刊) Tan, X., Yong, L. I. N., Zhu, S., Qu, C., Qiu, X., Yinghui, X., ... & Qi, Y. (2023). Provably Invariant Learning without Domain Information. (Accepted by ICML 2023, CCF A類人工智能頂級會議)
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