基本信息

牛树梓  女  硕导  中国科学院软件研究所
电子邮件: shuzi@iscas.ac.cn
通信地址: 北京市海淀区中关村南四街4号

研究领域

  • 机器学习求解传统人工智能任务(信息检索、推荐、自然语言处理任务等)
  • 机器学习辅助求解科学问题
  • 机器学习辅助医疗

招生信息

   
招生专业
081202-计算机软件与理论
招生方向
信息检索,数据挖掘,机器学习

教育背景

2009-09--2014-07   中国科学院计算技术研究所   博士
2007-09--2009-07   东北大学   硕士
2003-09--2007-07   东北大学   学士

出版信息

   
发表论文
[1] Dong, Qian, Liu, Yiding, Cheng, Suqi, Wang, Shuaiqiang, Cheng, Zhicong, Niu, Shuzi, Yin, Dawei. Incorporating Explicit Knowledge in Pre-trained Language Models for Passage Re-ranking. Proceedings of the 45th international ACM SIGIR conference on Research and development in information retrieval, SIGIR 2022null. 2022, [2] Qian Dong, Shuzi Niu, Tao Yuan, Yucheng Li. Disentangled Graph Recurrent Network for Document Ranking. Data Science and Engineering[J]. 2022, 7(1): 30-43, https://link.springer.com/content/pdf/10.1007/s41019-022-00179-3.pdf.
[3] Qian Dong, Shuzi Niu. Latent Graph Recurrent Network for Document Ranking. Database Systems for Advanced Applications - 26th International Conference, DASFAA 2021null. 2021, [4] Xinwei Long, Shuzi Niu, Yucheng Li. Consistent Inference for Dialogue Relation Extraction. Proceedings of the 30th International Joint Conference on Artificial Intelligence (IJCAI-21)null. 2021, [5] Xinwei Long, Shuzi Niu, Yucheng Li. Position Enhanced Mention Graph Attention Network for Dialogue Relation Extraction. Proceedings of the 44th International ACM SIGIR Conference on Research and Development in Information Retrieval, SIGIR 2021null. 2021, [6] Qian Dong, Shuzi Niu. Legal Judgment Prediction via Relational Learning. Proceedings of the 44th International ACM SIGIR Conference on Research and Development in Information Retrieval, SIGIR 2021null. 2021, [7] 袁涛, 牛树梓, 李会元. 一种基于CW-RNN的多时间尺度序列建模推荐算法. 中文信息学报[J]. 2020, 97-105, http://lib.cqvip.com/Qikan/Article/Detail?id=00002G4N4J507JP0MPDO3JP16JR.
[8] 赵以昕, 牛树梓, 纪春岩, 卢菲, 徐睿. 双特征空间的实体排序学习. 中文信息学报[J]. 2020, 91-99, http://lib.cqvip.com/Qikan/Article/Detail?id=00002G4N4J507JP0MPDO4JP16JR.
[9] 李玉成. Robust Sequence Embedding for Recommendation. Proceeding of he 13th International Conference on Knowledge Science, Engineering and Management (KSEM2020). 2020, [10] 李玉成. Hierarchical Region Learning for Nested Named Entity Recognition. Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing: Findings, EMNLP 2020,. 2020, [11] Wang, Pengfei, Zhang, Yongfeng, Niu, Shuzi, Guo, Jiafeng. Modeling Temporal Dynamics of Users' Purchase Behaviors for Next Basket Prediction. JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY[J]. 2019, 34(6): 1230-1240, http://lib.cqvip.com/Qikan/Article/Detail?id=7100439790.
[12] Wang Pengfei, Fan Yu, Niu Shuzi, Yang Ze, Zhang Yongfeng, Guo Jiafeng. Hierarchical Matching Network for Crime Classification. PROCEEDINGS OF THE 42ND INTERNATIONAL ACM SIGIR CONFERENCE ON RESEARCH AND DEVELOPMENT IN INFORMATION RETRIEVAL (SIGIR '19)[J]. 2019, 325-334, http://dx.doi.org/10.1145/3331184.3331223.
[13] Shen, Xiaoyu, Su, Hui, Niu, Shuzi, Demberg, Vera. Improving Variational Encoder-Decoders in Dialogue Generation. THIRTY-SECOND AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE / THIRTIETH INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE / EIGHTH AAAI SYMPOSIUM ON EDUCATIONAL ADVANCES IN ARTIFICIAL INTELLIGENCE[J]. 2018, 5456-5463, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000485488905068.
[14] Wang Pengfei, Yang Ze, Niu Shuzi, Zhang Yongfeng, Zhang Lei, Niu Shaozhang. Modeling Dynamic Pairwise Attention for Crime Classification over Legal Articles. ACM/SIGIR PROCEEDINGS 2018[J]. 2018, 485-494, http://dx.doi.org/10.1145/3209978.3210057.
[15] Lin Xiang, Niu Shuzi, Wang Yiqiao, Li Yucheng. K-plet Recurrent Neural Networks for Sequential Recommendation. ACM/SIGIR PROCEEDINGS 2018[J]. 2018, 1057-1060, http://dx.doi.org/10.1145/3209978.3210159.
[16] Shen Xiaoyu, Su Hui, Li Yanran, Li Wenjie, Niu Shuzi, Zhao Yang, Aizawa Akiko, Long Guoping, Barzilay R, Kan MY. A Conditional Variational Framework for Dialog Generation. PROCEEDINGS OF THE 55TH ANNUAL MEETING OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS (ACL 2017), VOL 2null. 2017, 504-509, http://dx.doi.org/10.18653/v1/P17-2080.
[17] 卜宁, 牛树梓, 马文静, 龙国平. 面向相似App推荐的列表式多核相似性学习算法. 计算机系统应用. 2017, 26(1): 116-121, http://lib.cqvip.com/Qikan/Article/Detail?id=671037999.
[18] Xiaoyu Shen, Hui Su, Shuzi Niu, Dietrich Klakow. Wake-Sleep Variational Autoencoders for Language Modeling. Proceedings of International Conference on Neural Information Processing(ICONIP2017)[J]. 2017, [19] Niu Shuzi, Zhang Rongzhi. Collaborative Sequence Prediction for Sequential Recommender. CIKM'17: PROCEEDINGS OF THE 2017 ACM CONFERENCE ON INFORMATION AND KNOWLEDGE MANAGEMENT[J]. 2017, 2239-2242, http://dx.doi.org/10.1145/3132847.3133079.
[20] Bu Ning, Niu Shuzi, Yu Lei, Ma Wenjing, Long Guoping. Bridging Semantic Gap Between App Names: Collective Matrix Factorization for Similar Mobile App Recommendation. WEB INFORMATION SYSTEMS ENGINEERING - WISE 2016, PT II[J]. 2016, 10042: 324-339, [21] Niu, Shuzi, Lan, Yanyan, Guo, Jiafeng, Wan, Shengxian, Cheng, Xueqi. Which noise affects algorithm robustness for learning to rank. INFORMATION RETRIEVAL JOURNAL[J]. 2015, 18(3): 215-245, https://www.webofscience.com/wos/woscc/full-record/WOS:000354499800002.
[22] Niu Shuzi, Lan Yanyan, Guo Jiafeng, Cheng Xueqi, Yu Lei, Long Guoping. Listwise Approach for Rank Aggregation in Crowdsourcing. WSDM'15: PROCEEDINGS OF THE EIGHTH ACM INTERNATIONAL CONFERENCE ON WEB SEARCH AND DATA MINING[J]. 2015, 253-262, http://dx.doi.org/10.1145/2684822.2685308.
[23] Bu, Ning, Yu, Lei, Ma, Wenjing, Du, Changying, Niu, Shuzi, Long, Guoping. Detect Similar Mobile Applications with Transfer Learning. 2015 IEEE INTERNATIONAL CONFERENCE ON SMART CITY/SOCIALCOM/SUSTAINCOM (SMARTCITY)[J]. 2015, 856-859, http://dx.doi.org/10.1109/SmartCity.2015.175.
[24] Li, Yanran, Su, Hui, Shen, Xiaoyu, Li, Wenjie, Cao, Ziqiang, Niu, Shuzi. DailyDialog: A Manually Labelled Multi-turn Dialogue Dataset. http://arxiv.org/abs/1710.03957.

科研活动

   
科研项目
( 1 ) 面向移动应用的个性化排序学习研究, 主持, 国家级, 2017-01--2019-12
( 2 ) 基于知识图谱推理的实体检索模型研究, 主持, 国家级, 2021-01--2024-12

指导学生

已指导学生

黄海龙  硕士研究生  081202-计算机软件与理论  

现指导学生

董骞  硕士研究生  081203-计算机应用技术