Jiawei Han

Cross-type Biomedical Named Entity Recognition with Deep Multi-Task Learning

Xuan Wang, Yu Zhang, Xiang Ren, Yuhao Zhang, Marinka Zitnik, Jingbo Shang, Curtis Langlotz, Jiawei Han

Comments 7 pages, 4 figures

Investigating Rumor News Using Agreement-Aware Search

Jingbo Shang, Tianhang Sun, Jiaming Shen, Xingbang Liu, Anja Gruenheid, Flip Korn, Adam Lelkes, Cong Yu, Jiawei Han

Weakly-Supervised Neural Text Classification

Yu Meng, Jiaming Shen, Chao Zhang, Jiawei Han

Comments CIKM 2018 Full Paper

Learning Named Entity Tagger using Domain-Specific Dictionary

Jingbo Shang, Liyuan Liu, Xiang Ren, Xiaotao Gu, Teng Ren, Jiawei Han

Efficient Contextualized Representation: Language Model Pruning for Sequence Labeling

Liyuan Liu, Xiang Ren, Jingbo Shang, Jian Peng, Jiawei Han

Comments EMNLP 2018

Easing Embedding Learning by Comprehensive Transcription of Heterogeneous Information Networks

Yu Shi, Qi Zhu, Fang Guo, Chao Zhang, Jiawei Han

Comments 10 pages. In Proceedings of the 24th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, London, United Kingdom, ACM, 2018

End-to-End Reinforcement Learning for Automatic Taxonomy Induction

Yuning Mao, Xiang Ren, Jiaming Shen, Xiaotao Gu, Jiawei Han

Comments 11 Pages. ACL 2018 Camera Ready

Entity Set Search of Scientific Literature: An Unsupervised Ranking Approach

Jiaming Shen, Jinfeng Xiao, Xinwei He, Jingbo Shang, Saurabh Sinha, Jiawei Han

Comments SIGIR 2018 Full Paper

pg-Causality: Identifying Spatiotemporal Causal Pathways for Air Pollutants with Urban Big Data

Julie Yixuan Zhu, Chao Zhang, Huichu Zhang, Shi Zhi, Victor O. K. Li, Jiawei Han, Yu Zheng

Expert Finding in Heterogeneous Bibliographic Networks with Locally-trained Embeddings

Huan Gui, Qi Zhu, Liyuan Liu, Aston Zhang, Jiawei Han

AspEm: Embedding Learning by Aspects in Heterogeneous Information Networks

Yu Shi, Huan Gui, Qi Zhu, Lance Kaplan, Jiawei Han

Comments 11 pages including additional supplementary materials. In Proceedings of the 2018 SIAM International Conference on Data Mining, San Diego, California, USA, SIAM, 2018

Contrast Subgraph Mining from Coherent Cores

Jingbo Shang, Xiyao Shi, Meng Jiang, Liyuan Liu, Timothy Hanratty, Jiawei Han

Weakly-supervised Relation Extraction by Pattern-enhanced Embedding Learning

Meng Qu, Xiang Ren, Yu Zhang, Jiawei Han

Graph Clustering with Dynamic Embedding

Carl Yang, Mengxiong Liu, Zongyi Wang, Liyuan Liu, Jiawei Han

Indirect Supervision for Relation Extraction using Question-Answer Pairs

Zeqiu Wu, Xiang Ren, Frank F. Xu, Ji Li, Jiawei Han

Comments 9 pages + 1 page reference. Accepted to WSDM 2018

Empower Sequence Labeling with Task-Aware Neural Language Model

Liyuan Liu, Jingbo Shang, Frank F. Xu, Xiang Ren, Huan Gui, Jian Peng, Jiawei Han

Comments AAAI 2018

Unsupervised Extraction of Representative Concepts from Scientific Literature

Adit Krishnan, Aravind Sankar, Shi Zhi, Jiawei Han

Comments Published as a conference paper at CIKM 2017

An Attention-based Collaboration Framework for Multi-View Network Representation Learning

Meng Qu, Jian Tang, Jingbo Shang, Xiang Ren, Ming Zhang, Jiawei Han

Comments CIKM 2017

Heterogeneous Supervision for Relation Extraction: A Representation Learning Approach

Liyuan Liu, Xiang Ren, Qi Zhu, Shi Zhi, Huan Gui, Heng Ji, Jiawei Han

Comments EMNLP 2017

Automatic Synonym Discovery with Knowledge Bases

Meng Qu, Xiang Ren, Jiawei Han

CoType: Joint Extraction of Typed Entities and Relations with Knowledge Bases

Xiang Ren, Zeqiu Wu, Wenqi He, Meng Qu, Clare R. Voss, Heng Ji, Tarek F. Abdelzaher, Jiawei Han

Comments WWW 2017

MetaPAD: Meta Pattern Discovery from Massive Text Corpora

Meng Jiang, Jingbo Shang, Taylor Cassidy, Xiang Ren, Lance M. Kaplan, Timothy P. Hanratty, Jiawei Han

Comments 9 pages

Automated Phrase Mining from Massive Text Corpora

Jingbo Shang, Jialu Liu, Meng Jiang, Xiang Ren, Clare R Voss, Jiawei Han

DPPred: An Effective Prediction Framework with Concise Discriminative Patterns

Jingbo Shang, Meng Jiang, Wenzhu Tong, Jinfeng Xiao, Jian Peng, Jiawei Han

Meta-Path Guided Embedding for Similarity Search in Large-Scale Heterogeneous Information Networks

Jingbo Shang, Meng Qu, Jialu Liu, Lance M. Kaplan, Jiawei Han, Jian Peng

World Knowledge as Indirect Supervision for Document Clustering

Chenguang Wang, Yangqiu Song, Dan Roth, Ming Zhang, Jiawei Han

Comments 33 pages, 53 figures, ACM TKDD 2016

Complexes Detection in Biological Networks via Diversified Dense Subgraphs Mining

Xiuli Ma, Guangyu Zhou, Jingjing Wang, Jian Peng, Jiawei Han

Label Noise Reduction in Entity Typing by Heterogeneous Partial-Label Embedding

Xiang Ren, Wenqi He, Meng Qu, Clare R. Voss, Heng Ji, Jiawei Han

Comments Submitted to KDD 2016. 11 pages

A Survey on Truth Discovery

Yaliang Li, Jing Gao, Chuishi Meng, Qi Li, Lu Su, Bo Zhao, Wei Fan, Jiawei Han

Comparative Document Analysis for Large Text Corpora

Xiang Ren, Yuanhua Lv, Kuansan Wang, Jiawei Han

Comments Submission to WWW'16