個人經歷
研究方向
機器學習、數據挖掘與自然語言處理等。
主講課程
主講課程C語言程式設計、數據結構、計算機組成原理等。
學術成果
出版教材:《Linux實訓教程》,
清華大學出版社,2011年(第一作者)
《C語言程式設計實訓教程》,清華大學出版社,2011年(第二作者)
發表論文:
1. Xinyu He, Lishuang Li, Yang Liu, et al.A Two-stage Biomedical Event Trigger Detection Method Integrating Feature Selection and Word Embeddings[J]. IEEE/ACM Transactions on Computational Biology and Bioinformatics, 2017. (SCI, CCF B類)
2. Xinyu He, Lishuang Li, Xingchen Song. Multi-level Attention Based BLSTM Neural Network for Biomedical Event Extraction[J]. IEICE Transactions on Communications (SCI)
3. Lishuang Li, Xinyu He, Jieqiong Zheng. An Active Transfer Learning Framework for Protein-Protein Interaction Extraction[J]. IEICE Transactions on Communications (SCI)
4. Xinyu He, Lishuang Li, Jia Wan. Biomedical Event Trigger Detection Based on BLSTM Integrating Attention Mechanism and Dependency-based Word Embeddings. BIBM 2018. (EI, CCF B類)
5. 何馨宇, 李麗雙. 基於雙向LSTM和兩階段方法的觸發詞識別. (中文信息學報,核心期刊)
6. Xinyu He, Yuxuan Wang, Yonggong Ren, et al. A Attention Based BLSTM Model Integrating Sentece Embeddings For Biomedical Event Trigger Identification. IEEE International Conference on Intelligent Systems and Knowledge Engineering. (EI)
7. Xinyu He, Lishuang Li, Jieqiong Zheng, Meiyue Qin. Extracting Biomedical Event Using Feature Selection and Word Representation. Proceedings of the 4th BioNLP Shared Task Workshop ©2016 Association for Computational Linguistics
8. Hongbin Lu, Lishuang Li, Xinyu He, Yang Liu, Anqiao Zhou. Extracting chemical-protein interactions from biomedical literature via granular attention based recurrent neural networks, Computer Methods and Programs in Biomedicine[J]. (SCI)
9. Jun Meng, Jing Zhang, Yushi Luan, Xinyu He, et al. Parallel gene selection and dynamic ensemble pruning based on Affinity Propagation[J]. Computers in Biology and Medicine. (SCI)
10.Xinyu He, Bo Yu,Yonggong Ren*. SWACG: A Hybrid Neural Network Integrating Sliding Window for Biomedical Event Trigger Extraction[J]. Journal of Imaging Science andTechnology.(SCI)
參與科研項目:
[1]
國家自然科學基金“融合語義控制實體識別和結構化要素識別的生物醫學實踐抽取”(項目編號61672126),2017-2020年
[2] 國家自然科學基金“融合指代消解和遷移學習的蛋白質互動關係抽取的研究”(項目編號61173101),2012-2016年
主持科研項目:
[1] 國家自然科學基金(青年)“融合領域知識和多級注意力機制的生物醫學事件聯合抽取研究”(項目編號:62006108),2021-2023年