大数据技术研究所

分别于清华大学和东京大学获学士学位和博士学位。2008年至2014年任东京大学特任教员（历任助理教授、副教授）。2014年4月起任南开大学教授，大数据技术研究所所长，入选南开大学百人计划。研究方向为人工智能，大数据挖掘，数据库系统和信息检索。具体研究内容包括时空数据挖掘，序列模式挖掘，问答系统，相似短语查找，推荐系统等。

联系方式：
Tel：85358477
E-mail：yangzl@nankai.edu.cn

研究方向
自然语言处理，人工智能，数据挖掘和数据库，信息检索

撰写论文、专著、教材等
[1] Wenqiang Lei, Yao Zhang, Feifan Song, Hongru Liang, Jiaxin Mao, Jiancheng Lv, Zhenglu Yang, Tat-Seng Chua. Interacting with Non-Cooperative User: A New Paradigm for Proactive Dialogue Policy. In Proc. of SIGIR, 2022. [2] Huibin Zhang, Zhengkun Zhang, Yao Zhang, Jun Wang, Yufan Li, Ning Jiang, Xin Wei, Zhenglu Yang. Modeling Temporal-Modal Entity Graph for Procedural Multimodal Machine Comprehension. In Proc. of ACL, 2022. [3] Lingyu Zhu, Zhengkun Zhang, Jun Wang, Hongbin Wang, Haiying Wu, Zhenglu Yang. Multi-Party Empathetic Dialogue Generation: A New Task for Dialog Systems. In Proc. of ACL, 2022. [4] Yao Zhang, Peiyao Li, Hongru Liang, Adam Jatowt, Zhenglu Yang. Fact-Tree Reasoning for N-ary Question Answering over Knowledge Graphs. In Proc. of ACL, 2022. Findings [5] Yao Zhang, Hongru Liang, Adam Jatowt, Wenqiang Lei, Xin Wei, Ning Jiang, Zhenglu Yang. GMH: A General Multi-hop Reasoning Model for KG Completion. In Proc. of EMNLP, 2021. [6] Xiyan Fu, Yating Zhang, Tianyi Wang, Xiaozhong Liu, Changlong Sun, Zhenglu Yang. RepSum: Unsupervised Dialogue Summarization based on Replacement Strategy. In Proc. of ACL, 2021. [7] Yao Zhang, Xu Zhang, Jun Wang, Hongru Liang, Wenqiang Lei, Zhe Sun, Adam Jatowt, Zhenglu Yang. Generalized Relation Learning with Semantic Correlation Awareness for Link Prediction. In Proc. of AAAI, 2021. [8] Zhengkun Zhang, Jun Wang, Adam Jatowt, Zhe Sun, Shao-Ping Lu, Zhenglu Yang. News Content Completion with Location-Aware Image Selection. In Proc. of AAAI, 2021. [9] Hongru Liang, Wenqiang Lei, Paul Yaozhu Chan, Zhenglu Yang, Maosong Sun, Tat-Seng Chua. PiRhDy: Learning Pitch-, Rhythm-, and Dynamics-aware Embeddings for Symbolic Music. In Proc. of ACM MM, 2020. Best Paper Award [10] Chengyi Wang, Yu Wu, Shujie Liu, Ming Zhou, and Zhenglu Yang. Curriculum Pre-training for End-to-End Speech Translation. In Proc. of ACL, pp. 3728-3738, 2020. [11] Peizhi Wu, Yi Tu, Xiaojie Yuan, Adam Jatowt, Zhenglu Yang. Neural Framework for Joint Evolution Modeling of User Feedback and Social Links in Dynamic Social Networks. In Proc. of IJCAI, pp. 1632-1638, 2018. [12] Qian Li, Ziwei Li, Jin-Mao Wei, Yanhui Gu, Adam Jatowt, Zhenglu Yang. A Multi-Attention based Neural Network with External Knowledge for Story Ending Predicting Task. In Proc. of COLING, 2018. Best Paper Finalist

撰写论文、专著、教材等

[1] Wenqiang Lei*, Yao Zhang*, Feifan Song, Hongru Liang, Jiaxin Mao, Jiancheng Lv, Zhenglu Yang, Tat-Seng Chua. Interacting with Non-Cooperative User: A New Paradigm for Proactive Dialogue Policy. In Proc. of SIGIR, 2022.

[2] Huibin Zhang, Zhengkun Zhang, Yao Zhang, Jun Wang, Yufan Li, Ning Jiang, Xin Wei, Zhenglu Yang. Modeling Temporal-Modal Entity Graph for Procedural Multimodal Machine Comprehension. In Proc. of ACL, 2022.

[3] Lingyu Zhu, Zhengkun Zhang, Jun Wang, Hongbin Wang, Haiying Wu, Zhenglu Yang. Multi-Party Empathetic Dialogue Generation: A New Task for Dialog Systems. In Proc. of ACL, 2022.

[4] Yao Zhang, Peiyao Li, Hongru Liang, Adam Jatowt, Zhenglu Yang. Fact-Tree Reasoning for N-ary Question Answering over Knowledge Graphs. In Proc. of ACL, 2022. Findings

[5] Yao Zhang, Hongru Liang, Adam Jatowt, Wenqiang Lei, Xin Wei, Ning Jiang, Zhenglu Yang. GMH: A General Multi-hop Reasoning Model for KG Completion. In Proc. of EMNLP, 2021.

[6] Xiyan Fu, Yating Zhang, Tianyi Wang, Xiaozhong Liu, Changlong Sun, Zhenglu Yang. RepSum: Unsupervised Dialogue Summarization based on Replacement Strategy. In Proc. of ACL, 2021.

[7] Yao Zhang, Xu Zhang, Jun Wang, Hongru Liang, Wenqiang Lei, Zhe Sun, Adam Jatowt, Zhenglu Yang. Generalized Relation Learning with Semantic Correlation Awareness for Link Prediction. In Proc. of AAAI, 2021.

[8] Zhengkun Zhang, Jun Wang, Adam Jatowt, Zhe Sun, Shao-Ping Lu, Zhenglu Yang. News Content Completion with Location-Aware Image Selection. In Proc. of AAAI, 2021.

[9] Hongru Liang, Wenqiang Lei, Paul Yaozhu Chan, Zhenglu Yang, Maosong Sun, Tat-Seng Chua. PiRhDy: Learning Pitch-, Rhythm-, and Dynamics-aware Embeddings for Symbolic Music. In Proc. of ACM MM, 2020. Best Paper Award

[10] Chengyi Wang, Yu Wu, Shujie Liu, Ming Zhou, and Zhenglu Yang. Curriculum Pre-training for End-to-End Speech Translation. In Proc. of ACL, pp. 3728-3738, 2020.

[11] Peizhi Wu, Yi Tu, Xiaojie Yuan, Adam Jatowt, Zhenglu Yang. Neural Framework for Joint Evolution Modeling of User Feedback and Social Links in Dynamic Social Networks. In Proc. of IJCAI, pp. 1632-1638, 2018.

[12] Qian Li, Ziwei Li, Jin-Mao Wei, Yanhui Gu, Adam Jatowt, Zhenglu Yang. A Multi-Attention based Neural Network with External Knowledge for Story Ending Predicting Task. In Proc. of COLING, 2018. Best Paper Finalist

科研项目、成果、获奖、专利等情况
主持/参与项目: 1. 大数据与试验设计中的统计方法与计算, 国家自然科学基金重点项目, 2015.1-2019.12, 子课题负责人 2. 基于短文本大数据的关联分析和挖掘, 国家自然科学基金, 2017.1-2019.12, 负责人 3. Design a Motor Imagery BCI System based on the fMRI and TMS Data, 国家自然科学基金, 2017.1-2018.12, 负责人 4. 大规模知识库构建技术及应用, 中央高校基本科研基金, 2014.6-2016.5, 负责人 5. 马克思主义中国化研究成果英译术语库, 中国翻译研究院重大项目, 2016.1-2017.7, 参与人

科研项目、成果、获奖、专利等情况

主持/参与项目:
1. 大数据与试验设计中的统计方法与计算, 国家自然科学基金重点项目, 2015.1-2019.12, 子课题负责人
2. 基于短文本大数据的关联分析和挖掘, 国家自然科学基金, 2017.1-2019.12, 负责人
3. Design a Motor Imagery BCI System based on the fMRI and TMS Data, 国家自然科学基金, 2017.1-2018.12, 负责人
4. 大规模知识库构建技术及应用, 中央高校基本科研基金, 2014.6-2016.5, 负责人
5. 马克思主义中国化研究成果英译术语库, 中国翻译研究院重大项目, 2016.1-2017.7, 参与人

讲授课程
WEB大数据挖掘(硕士), 数据挖掘与应用 (硕士)，大数据计算及应用(本科)

学生
在读学生(硕士): 李沛尧(计) 李丰恒(计) 李宇凡(计) 罗煜昊(计) 秦朗(计) 解征(计) 在读学生(博士): 王灏正(计) 鲍中天(计) 丁文践(计) 已毕业学生(博士): 梁红茹 (计, 四川大学, 2020)，张瑶(计,南开大学,2022)，张政坤(计, 百度, 2023)，王程一(计,头条,2023) 已毕业学生(硕士): 2023，朱苓语(计, 百度)，张慧斌 (计,头条)，张鸿恩(统) 2022，刘英杰 (计, 百度)，张朔 (统,中信建投)，成长锦(统) 2021，付曦燕 (计, Ph.D candidate, Heidelberg University)，张旭 (计,天津公务员)，刘书予(统)，谢作霖(统)，许佳雨(统)，刘思彤(统,快手) 2020，禹秋成 (计，南开)，张晶晗 (计, 小米)，田平(统)，田若雨(统) 2019，吴沛之 (计，RA，Nanyang Technological University->Ph.D candidate, University of Pennsylvania)，桂敏 (计, 阿里)，李茜 (计，阿里)，高屾 (统), 蔡雅洁 (统，新浪) 2018，李航 (计，Ph.D candidate, Mcgill University), 岳宾 (计，阿里), 刘昊宸 (统，Ph.D candidate, Michigan State University), 刘祎龙 (统，广发证券) 2017，郭佳慧 (计，阿里)

学生

在读学生(硕士): 李沛尧(计) 李丰恒(计) 李宇凡(计) 罗煜昊(计) 秦朗(计) 解征(计)
在读学生(博士): 王灏正(计) 鲍中天(计) 丁文践(计)

已毕业学生(博士): 梁红茹 (计, 四川大学, 2020)，张瑶(计,南开大学,2022)，张政坤(计, 百度, 2023)，王程一(计,头条,2023)

已毕业学生(硕士):

2023，朱苓语(计, 百度)，张慧斌 (计,头条)，张鸿恩(统)
2022，刘英杰 (计, 百度)，张朔 (统,中信建投)，成长锦(统)
2021，付曦燕 (计, Ph.D candidate, Heidelberg University)，张旭 (计,天津公务员)，刘书予(统)，谢作霖(统)，许佳雨(统)，刘思彤(统,快手)
2020，禹秋成 (计，南开)，张晶晗 (计, 小米)，田平(统)，田若雨(统)
  2019，吴沛之 (计，RA，Nanyang Technological University->Ph.D candidate, University of Pennsylvania)，桂敏 (计, 阿里)，李茜 (计，阿里)，高屾 (统), 蔡雅洁 (统，新浪)
  2018，李航 (计，Ph.D candidate, Mcgill University), 岳宾 (计，阿里), 刘昊宸 (统，Ph.D candidate, Michigan State University), 刘祎龙 (统，广发证券)
  2017，郭佳慧 (计，阿里)