Selected Publications (by Years)

2018

  • Jiaming Shen, Maryam Karimzadehgan, Michael Bendersky, Zhen Qin, and Donald Metzler. Multi-Task Learning for Personal Search Ranking with Auxiliary Query Clustering, accepted into The 27th ACM International Conference on Information and Knowledge Management (CIKM 2018). [PDF]
  • Jiaming Shen, Zeqiu Wu, Dongming Lei, Chao Zhang, Xiang Ren, Michelle T. Vanni, Brian M. Sadler, and Jiawei Han. HiExpan: Task-Guided Taxonomy Construction by Hierarchical Tree Expansion, accepted into The 24th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2018). [PDF] [Code]
  • Jiaming Shen, Jinfeng Xiao, Xinwei He, Jingbo Shang, Saurabh Sinha, and Jiawei Han. "Entity Set Search of Scientific Literature: An Unsupervised Ranking Approach", accepted into The 41st International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2018). [PDF] [Code]
  • Jiaming Shen, Jinfeng Xiao, Yu Zhang, Carl Yang, Jingbo Shang, Jinda Han, Saurabh Sinha, Peipei Ping, Richard Weinshilboum, Zhiyong Lu and Jiawei Han, "SetSearch+: Entity-Set-Aware Search and Mining for Scientific Literature", accepted into The 24th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2018 Demo Track). [PDF] [System]
  • Yu Meng, Jiaming Shen, Chao Zhang, and Jiawei Han. Weakly-Supervised Neural Text Classification, accepted into The 27th ACM International Conference on Information and Knowledge Management (CIKM 2018). [PDF] [Code]
  • Jingbo Shang, Jiaming Shen, Tianhang Sun, Xingbang Liu, Anja Gruenheid, Flip Korn, Adam Lelkes, Cong Yu, and Jiawei Han. Investigating Rumor News Using Agreement Aware Search, accepted into The 27th ACM International Conference on Information and Knowledge Management (CIKM 2018). [PDF]
  • Hanwen Zha, Jiaming Shen, Keqian Li, Warren Greiff, Michelle Vanni, Jiawei Han and Xifeng Yan, "FTS: Faceted Taxonomy Construction and Search for Scientific Publications", accepted into The 24th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2018 Demo Track).
  • Jingbo Shang, Qi Zhu, Jiaming Shen, Xuan Wang, Xiaotao Gu, Lance Kaplan, Timothy Harratty and Jiawei Han, "AutoNet: Automated Network Construction and Exploration System from Domain-Specific Corpora", accepted into The 24th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2018 Demo Track).
  • Yuning Mao, Xiang Ren, Jiaming Shen, and Jiawei Han. End-to-End Reinforcement Learning for Automatic Taxonomy Induction, accepted into The 56th Annual Meeting of the Association for Computational Linguistics (ACL 2018). [PDF] [Code]
  • Jingbo Shang, Chao Zhao, Jiaming Shen, and Jiawei Han. "Towards Multidimensional Analysis of Text Corpora", accepted into The 24th ACM SIGKDD International Conference on Knowledge (KDD 2018).
  • Chao Zhang, Fangbo Tao, Xiusi Chen, Jiaming Shen, Meng Jiang, Brian M. Sadler, Michelle T. Vanni, and Jiawei Han. TaxoGen: Constructing Topical Concept Taxonomy by Adaptive Term Embedding and Clustering, accepted into The 24th ACM SIGKDD International Conference on Knowledge (KDD 2018).
  • David A. Liem, Sanjana Murali, Dibakar Sigdel, Yu Shi, Xuan Wang, Jiaming Shen, Howard Choi, J Harry Caufield, Wei Wang, Peipei Ping, and Jiawei Han. "Phrase Mining of Textual Data to Analyze Extracellular Matrix Protein Patterns Across Cardiovascular Disease", accepted into American Journal of Physiology-Heart and Circulatory Physiology.

2017

  • Jiaming Shen, Zeqiu Wu, Dongming Lei, Jingbo Shang, Xiang Ren, and Jiawei Han, "SetExpan: Corpus-Based Set Expansion via Context Feature Selection and Rank Ensemble", accepted into The European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECMLPKDD 2017). [PDF]
  • Xiang Ren, Jiaming Shen, Meng Qu, Xuan Wang, Zeqiu Wu, Qi Zhu, Meng Jiang, Fangbo Tao, Saurabh Sinha, David Liem, Peipei Ping, Richard Weinshilboum, and Jiawei Han, "Life-iNet: A Structured Network-Based Knowledge Exploration and Analytics System for Life Sciences", accepted into The 55th annual meeting of the Association for Computational Linguistics (ACL 2017 System Demo). [PDF]

2016

  • Junxian He, Yin Huang, Changfeng Liu, Jiaming Shen, Yuting Jia, and Xinbing Wang, "Text network exploration via heterogeneous web of topics", accepted into the Sixth IEEE ICDM Workshop on Data Mining in Networks (ICDM 2016 Workshop). [PDF]

2015

  • Jiaming Shen, Zhenyu Song, Shitao Li, Zhaowei Tan, Yuning Mao, Luoyi Fu, Li Song, and Xinbing Wang, "Modeling Topic-level Academic Influence in Scientific Literatures", accepted into Thirtieth AAAI Conference on Artificial Intelligence (AAAI 2016) Workshop on Scholarly Big Data. [PDF] [Slide]
  • Jiaming Shen, Zhaowei Tan, Luoyi Fu, and Xinbing Wang, "Trend Analysis of Top-tier Conferences in Computer Network Field", accepted into Communications of the China Computer Federation, 11(9), 62-66, 2015. [PDF]
  • Zhaowei Tan, Changfeng Liu, Yuning Mao, Jiaming Shen, Bin Wang, Luoyi Fu, Li Song, and Xinbing Wang, "AceMap: A Novel Approach towards Displaying Relationship among Academic Literatures", accepted to 25th International World Wide Web Conference (WWW 2016). [PDF] [System]