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
机器学习,信息检索

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) Unify the Usage of Lexicon in Chinese Named Entity Recognition, DASFAA2023, 2023, 第 3 作者
(2) 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 2022, 2022, 通讯作者
(3) Disentangled Graph Recurrent Network for Document Ranking, Data Science and Engineering, 2022, 通讯作者
(4) Latent Graph Recurrent Network for Document Ranking, Database Systems for Advanced Applications - 26th International Conference, DASFAA 2021, 2021, 通讯作者
(5) Consistent Inference for Dialogue Relation Extraction, Proceedings of the 30th International Joint Conference on Artificial Intelligence (IJCAI-21), 2021, 通讯作者
(6) 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 2021, 2021, 通讯作者
(7) Legal Judgment Prediction via Relational Learning, Proceedings of the 44th International ACM SIGIR Conference on Research and Development in Information Retrieval, SIGIR 2021, 2021, 第 2 作者
(8) 一种基于CW-RNN的多时间尺度序列建模推荐算法, A Multi-Scale Temporal Dynamic Model for Sequential Recommendation with Clockwork RNN, 中文信息学报, 2020, 第 2 作者
(9) 双特征空间的实体排序学习, Learning to Rank Entities from Dual Feature Spaces, 中文信息学报, 2020, 第 2 作者
(10) Robust Sequence Embedding for Recommendation, Proceeding of he 13th International Conference on Knowledge Science, Engineering and Management (KSEM2020), 2020, 
(11) Hierarchical Region Learning for Nested Named Entity Recognition, Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing: Findings, EMNLP 2020,, 2020, 
(12) Modeling Temporal Dynamics of Users' Purchase Behaviors for Next Basket Prediction, Modeling Temporal Dynamics of Users' Purchase Behaviors for Next Basket Prediction, JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY, 2019, 第 3 作者
(13) Hierarchical Matching Network for Crime Classification, PROCEEDINGS OF THE 42ND INTERNATIONAL ACM SIGIR CONFERENCE ON RESEARCH AND DEVELOPMENT IN INFORMATION RETRIEVAL (SIGIR '19), 2019, 第 3 作者
(14) 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, 2018, 第 3 作者
(15) K-plet Recurrent Neural Networks for Sequential Recommendation, ACM/SIGIR PROCEEDINGS 2018, 2018, 第 2 作者
(16) Modeling Dynamic Pairwise Attention for Crime Classification over Legal Articles, ACM/SIGIR PROCEEDINGS 2018, 2018, 第 3 作者
(17) A Conditional Variational Framework for Dialog Generation, PROCEEDINGS OF THE 55TH ANNUAL MEETING OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS (ACL 2017), VOL 2, 2017, 第 5 作者
(18) 面向相似App推荐的列表式多核相似性学习算法, Listwise Multi-Kernel Similarity Learning Algorithm for Similar Mobile App Recommendation, 计算机系统应用, 2017, 第 2 作者
(19) Collaborative Sequence Prediction for Sequential Recommender, CIKM'17: PROCEEDINGS OF THE 2017 ACM CONFERENCE ON INFORMATION AND KNOWLEDGE MANAGEMENT, 2017, 通讯作者
(20) Wake-Sleep Variational Autoencoders for Language Modeling, Proceedings of International Conference on Neural Information Processing(ICONIP2017), 2017, 第 3 作者
(21) Bridging Semantic Gap Between App Names: Collective Matrix Factorization for Similar Mobile App Recommendation, WEB INFORMATION SYSTEMS ENGINEERING - WISE 2016, PT II, 2016, 第 2 作者
(22) Which noise affects algorithm robustness for learning to rank, INFORMATION RETRIEVAL JOURNAL, 2015, 第 1 作者
(23) Listwise Approach for Rank Aggregation in Crowdsourcing, WSDM'15: PROCEEDINGS OF THE EIGHTH ACM INTERNATIONAL CONFERENCE ON WEB SEARCH AND DATA MINING, 2015, 通讯作者
(24) Detect Similar Mobile Applications with Transfer Learning, 2015 IEEE INTERNATIONAL CONFERENCE ON SMART CITY/SOCIALCOM/SUSTAINCOM (SMARTCITY), 2015, 第 5 作者
(25) DailyDialog: A Manually Labelled Multi-turn Dialogue Dataset, 第 6 作者

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  

董骞  硕士研究生  081203-计算机应用技术  

现指导学生

蔺昭  硕士研究生  085405-软件工程  

周星宇  硕士研究生  085405-软件工程