yqsong

SONG, Yangqiu
宋陽秋

(PhD Tsinghua University)

Phone: (852) 2358 6987
Email: yqsong@ust.hk
Office: Room 3508

Associate Professor



Biography

Prof. Song is an assistant professor at Department of CSE with a joint appointment at Math Department at HKUST. He was an assistant professor at Lane Department of CSEE at WVU (2015-2016); a post-doc researcher at UIUC (2013-2015), a post-doc researcher at HKUST and visiting researcher at Huawei Noah's Ark Lab, Hong Kong (2012-2013); an associate researcher at Microsoft Research Asia (2010-2012); a staff researcher at IBM Research-China (2009-2010). He received my B.E. and Ph.D. degree from Tsinghua University, China, in July 2003 and January 2009. He also worked as interns at Google in 2007-2008 and at IBM Research-China in 2006-2007.

Research Interests

Knowledge graph, text mining, information extraction, machine learning

Selected Publications

  Article

  1. ASER: Towards large-scale commonsense knowledge acquisition via higher-order selectional preference over eventualities
    • Author(s): Zhang, Hongming; Liu, Xin; Pan, Haojie; Ke, Haowen; Ou, Jiefu; Fang, Tianqing; Song, Yangqiu
    • Source: Artificial Intelligence, v. 309, August 2022, article number 103740
    • Year: 2022

  2. BiGCN: A bi-directional low-pass filtering graph neural network
    • Author(s): Chen, Zhixian; Ma, Tengfei; Jin, Zhihua; Song, Yangqiu; Wang, Yang
    • Source: Analysis and Applications, v. 20, (6), November 2022, p. 1193-1214
    • Year: 2022

  3. KG4Vis: A Knowledge Graph-Based Approach for Visualization Recommendation
    • Author(s): Li, Haotian; Wang, Yong; Zhang, Songheng; Song, Yangqiu; Qu, Huamin
    • Source: IEEE Transactions on Visualization and Computer Graphics, v. 28, (1), January 2022, p. 195-205
    • Year: 2022

  4. VD-PCR: Improving visual dialog with pronoun coreference resolution
    • Author(s): Yu, Xintong; Zhang, Hongming; Hong, Ruixin; Song, Yangqiu; Zhang, Changshui
    • Source: Pattern Recognition, v. 125, May 2022, article number 108540
    • Year: 2022

  5. Side Information Fusion for Recommender Systems over Heterogeneous Information Network
    • Author(s): Zhao, Huan; Yao, Quanming; Song, Yangqiu; Kwok, Tin Yau; Lee, Dik Lun
    • Source: ACM Transactions on Knowledge Discovery from Data, v. 15, (4), June 2021, article number 60, p. 1-32
    • Year: 2021

  6. RWNE: A scalable random-walk-based network embedding framework with personalized higher-order proximity preserved
    • Author(s): Li, Jianxin; Ji, Cheng; Peng, Hao; He, Yu; Song, Yangqiu; Zhang, Xinmiao; Peng, Fanzhang
    • Source: Journal of Artificial Intelligence Research, v. 71, June 2021, p. 237-263
    • Year: 2021

  7. Ranking Users in Social Networks with Motif-Based PageRank
    • Author(s): Zhao, Huan; Xu, Xiaogang; Song, Yangqiu; Lee, Dik Lun; Chen, Zhao; Gao, Han
    • Source: IEEE Transactions on Knowledge and Data Engineering, v. 33, (5), May 2021, article number 8897608, p. 2179-2192
    • Year: 2021

  8. Social explorative attention based recommendation for content distribution platforms
    • Author(s): Xiao, Wenyi; Zhao, Huan; Pan, Haojie; Song, Yangqiu; Zheng, Vincent W.; Yang, Qiang
    • Source: Data Mining and Knowledge Discovery, v. 35, (2), March 2021, p. 533-567
    • Year: 2021

  9. Streaming Social Event Detection and Evolution Discovery in Heterogeneous Information Networks
    • Author(s): Peng, Hao; Li, Jianxin; Song, Yangqiu; Yang, Renyu; Ranjan, Rajiv; Yu, Philip S.; He, Lifang
    • Source: ACM Transactions on Knowledge Discovery from Data, v. 15, (5), June 2021, article number 89, p. 1-33
    • Year: 2021

  10. Special Issue on Data-Driven Personality Modeling for Intelligent Human-Computer Interaction
    • Author(s): Pan, Shimei; Brdiczka, Oliver; Kleinsmith, Andrea; Song, Yangqiu
    • Source: ACM Transactions on Interactive Intelligent Systems, v. 10, (3), November 2020, article number 3402522
    • Year: 2020

  11. Find truth in the hands of the few: acquiring specific knowledge with crowdsourcing
    • Author(s): Han, Tao; Sun, Hailong; Song, Yangqiu; Fang, Yili; Liu, Xudong
    • Source: Frontiers of Computer Science, v. 15, (4), 2 October 2020, article number 154315
    • Year: 2020

  12. Event detection and evolution in multi-lingual social streams
    • Author(s): Liu, Yaopeng; Peng, Hao; Li, Jianxin; Song, Yangqiu; Li, Xiong
    • Source: Frontiers of Computer Science, v. 14, (5), October 2020, article number 145612
    • Year: 2020

  13. Toward any-language zero-shot topic classification of textual documents
    • Author(s): Song, Yangqiu CSE; Upadhyay, Shyam; Peng, Haoruo; Mayhew, Stephen; Roth, Dan
    • Source: Artificial Intelligence, v. 274, September 2019, p. 133-150
    • Year: 2019

  14. Unsupervised Meta-path Selection for Text Similarity Measure Based on Heterogeneous Information Networks
    • Author(s): Wang, Chenguang; Song, Yangqiu CSE; Li, Haoran; Zhang, Ming; Han, Jiawei
    • Source: Data Mining and Knowledge Discovery, v. 32, (6), November 2018, p. 1735-1767
    • Year: 2018

  15. Illinois CCG LoReHLT 2016 Named Entity Recognition And Situation Frame Systems
    • Author(s): Tsai, Chen Tse; Mayhew, Stephen; Song, Yangqiu CSE; Sammons, Mark; Roth, Dan
    • Source: Machine Translation, v.32, (1-2), June 2018, p. 91-103
    • Year: 2018

  16. Adaptive Result Inference for Collecting Quantitative Data With Crowdsourcing
    • Author(s): Sun, Hailong; Hu, Kefan; Fang, Yili; Song, Yangqiu
    • Source: IEEE Internet of Things Journal. , v. 4, (5), October 2017, article number 7862852, p. 1389-1398
    • Year: 2017

  17. Microblog Sentiment Classification with Heterogeneous Sentiment Knowledge
    • Author(s): Wu, Fangzhao; Song, Yangqiu; Huang, Yongfeng
    • Source: Information Sciences. , v. 373, December 2016, p. 149-164
    • Year: 2016

  18. World Knowledge as Indirect Supervision for Document Clustering
    • Author(s): Wang, Chenguang; Song, Yangqiu; Roth, Dan; Zhang, Ming; Han, Jiawei
    • Source: ACM Transactions on Knowledge Discovery from Data. , v. 11, (2), December 2016, article number 13
    • Year: 2016

  19. Structured microblog sentiment classification via social context regularization
    • Author(s): Wu, Fangzhao; Huang, Yongfeng; Song, Yangqiu
    • Source: Neurocomputing. , v. 175, (A), January 2016, p. 599-609
    • Year: 2016

  20. Towards Building a High-quality Microblog-specific Chinese Sentiment Lexicon
    • Author(s): Wu, Fangzhao; Huang, Yongfeng; Song, Yangqiu; Liu, Shixia
    • Source: Decision Support Systems. , v. 87, July 2016, p. 39-49
    • Year: 2016

  21. Heterogeneous Translated Hashing: A Scalable Solution towards Multi-modal Similarity Search
    • Author(s): Wei, Ying; Song, Yangqiu; Zhen, Yi; Liu, Bo; Yang, Qiang
    • Source: ACM Transactions on Knowledge Discovery from Data. , v. 10, (4), May 2016, article number 36
    • Year: 2016

  22. The Stability and Usability of Statistical Topic Models
    • Author(s): Yang, Yi; Pan, Shimei; Lu, Jie; Topkara, Mercan; Song, Yangqiu
    • Source: ACM Transactions on Interactive Intelligent Systems (TiiS). , v. 6, (2), July 2016, article number 14, p. 1-23
    • Year: 2016

  23. Evolutionary Bayesian Rose Trees
    • Author(s): Liu, Shixia; Wang, Xiting; Song, Yangqiu; Guo, Baining
    • Source: IEEE Transactions on Knowledge and Data Engineering. , v. 27, (6), June 2015, article number 2373384, p. 1533-1546
    • Year: 2015

  24. Does Summarization Help Stock Prediction? A News Impact Analysis
    • Author(s): Li, Xiaodong; Xie, Haoran; Song, Yangqiu; Zhu, Shanfeng; Li, Qing; Wang, Fu Lee
    • Source: IEEE Intelligent Systems. , v. 30, (3), May-June 2015, p. 26-34
    • Year: 2015

  25. Automatic Taxonomy Construction from Keywords via Scalable Bayesian Rose Trees
    • Author(s): Song, Yangqiu; Liu, Shixia; Liu, Xueqing; Wang, Haixun
    • Source: IEEE Transactions on Knowledge and Data Engineering. , v. 27, (7), July 2015, p. 1861-1874
    • Year: 2015

  26. Semiparametric preference learning
    • Author(s): Zhen, Yi; Song, Yangqiu; Yeung, Dityan
    • Source: Tsinghua Science and Technology. , v. 19, (3), 2014, article number 6838196, p. 257-264
    • Year: 2014

  27. Semantic Multi-Dimensional Scaling for Open-Domain Sentiment Analysis
    • Author(s): Cambria, Erik; Song, Yangqiu; Wang, Haixun; Howard, Newton
    • Source: IEEE Intelligent Systems. , v. 29, (2), 2014, article number 6383145, p. 44-51
    • Year: 2014

  28. Brief Survey of Crowdsourcing for Data Mining
    • Author(s): Xintong, Guo; Hongzhi, Wang; Song, Yangqiu; Hong, Gao
    • Source: Expert Systems with Applications. , v. 41, (17), December 2014, p. 7987-7994
    • Year: 2014

  29. Constrained text coclustering with supervised and unsupervised constraints
    • Author(s): Song, Yangqiu; Pan, Shimei; Liu, Shixia; Wei, Furu; Zhou, Michelle X.; Qian, Weihong
    • Source: IEEE Trans. On Knowledge and Data Engineering. , v. 25, (6), June 2013, p. 1227-1239
    • Year: 2013

  30. ImageHive: Interactive content-aware image summarization
    • Author(s): Tan, Li; Song, Yangqiu; Liu, Shixia; Xie, Lexing
    • Source: IEEE Computer Graphics and Applications, v. 32, (1), 2012, article number 6051407, p. 46-55
    • Year: 2012

  31. A Survey on Topic-Based Visual Text Analytics (In Chinese)
    • Author(s): Wu, Yingcai; Cui, Weiwei; Song, Yangqiu; Chen, Yang; Liu, Shixia
    • Source: Journal of Computer-Aided Design and Computer Graphics. , v. 24, (10), 2012
    • Year: 2012

  32. Interactive Content-Aware Image Summarization
    • Author(s): Tan, Li; Song, Yangqiu; Liu, Shixia; Xie, Lexing
    • Source: IEEE Computer Graphics and Applications. , v. 32, (1), 2012, Article number 6051407, p. 46-55
    • Year: 2012

  33. TIARA: Interactive, Topic-based Visual Text Summarization and Analysis
    • Author(s): Liu, Shixia; Zhou, Michelle X.; Pan, Shimei; Song, Yangqiu; Qian, Weihong; Cai, Weijia; Lian, Xiaoxiao
    • Source: ACM Transactions on Intelligent Systems and Technology. , v. 3, (2), 2012, February, Article number 25
    • Year: 2012

  34. Parallel Spectral Clustering in Distributed Systems
    • Author(s): Chen, Wen-Yen; Song, Yangqiu; Bai, Hongjie; Lin, Chih-Jen; Chang, Edward
    • Source: IEEE Transactions on Pattern Analysis and Machine Intelligence. , v. 33, (3), 2011, Article number 5444877, p. 568-586
    • Year: 2011

  35. Large-scale Spectral Clustering with MapReduce and MPI
    • Author(s): Chen, Wen-Yen; Song, Yangqiu; Bai, Hongjie; Lin, Chih-Jen; Chang, Edward
    • Source: Scaling up Machine Learning: Parallel and Distributed Approaches. , 2011, Jan, p. 240-261
    • Year: 2011

  36. Boosting with Pairwise Constraints
    • Author(s): Zhang, Changshui; Cai, Qutang; Song, Yangqiu
    • Source: Neurocomputing. , v. 73, (4-6), 2010, January, p. 908-919
    • Year: 2010

  37. Orthogonal Locality Minimizing Globality Maximizing Projections for Feature Extraction
    • Author(s): Nie, Feiping; Xiang, Shiming; Song, Yangqiu; Zhang, Changshui
    • Source: Optical Engineering. , v. 48, (1), 2009, Article number 017202
    • Year: 2009

  38. Nonlinear Dimensionality Reduction with Relative Distance Comparison
    • Author(s): Zhang, Chunxia; Xiang, Shiming; Nie, Feiping; Song, Yangqiu
    • Source: Neurocomputing. , v. 72, (7-9), 2009, March, p. 1719-1731
    • Year: 2009

  39. Extracting the Optimal Dimensionality for Local Tensor Discriminant Analysis
    • Author(s): Nie, Feiping; Xiang, Shiming; Song, Yangqiu; Zhang, Changshui
    • Source: Pattern Recognition. , v. 42, (1), 2009, January, p. 105-114
    • Year: 2009

  40. Semi-Supervised Discriminative Classification with Application to Tumorous Tissues Segmentation of MR Brain Images
    • Author(s): Song, Yangqiu; Zhang, Changshui; Lee, Jianguo; Wang, Fei; Xiang, Shiming; Zhang, Dan
    • Source: Pattern Analysis and Applications. , v. 12, (2), 2009, June, p. 99-115
    • Year: 2009

  41. A unified framework for semi-supervised dimensionality reduction
    • Author(s): Song, Yangqiu; Nie, Feiping; Zhang, Changshui; Xiang, Shiming
    • Source: Pattern Recognition, v. 41, (9), 2008, p. 2789-2799
    • Year: 2008

  42. Semi-supervised Gaussian random field transduction and induction
    • Author(s): Song, Yabgqiu; Lee, Jianguo; Zhang, Changshui; Xiang, Shiming
    • Source: Frontiers of Electrical and Electronic Engineering in China, v. 3, (1), Jan 2008, p. 1-9
    • Year: 2008

  43. Contour Graph Based Human Tracking and Action Sequence Recognition
    • Author(s): Xiang, Shiming; Nie, Feiping; Song, Yangqiu; Zhang, Changshui
    • Source: Pattern Recognition. , v. 41, (12), 2008, p. 3653–3664
    • Year: 2008

  44. Semi-Supervised Sub-Manifold Discriminant Analysis
    • Author(s): Song, Yangqiu; Nie, Feiping; Zhang, Changshui
    • Source: Pattern Recognition Letters. , v. 29, (13), 2008, October, p. 1806-1813
    • Year: 2008

  45. Content Based Information Fusion for Semi-Supervised Music Genre Classification
    • Author(s): Song, Yangqiu; Zhang, Changshui
    • Source: IEEE Transactions on Multimedia. , v. 10, (1), 2008, January, p. 145-152
    • Year: 2008

  46. Semi-Supervised Additive Logistic Regression: A Gradient Descent Solution
    • Author(s): Song, Yangqiu; Cai, Qutang; Nie, Feiping; Zhang, Changshui
    • Source: Tsinghua Science and Technology. , v. 12, (6), 2007, December, p. 638-646
    • Year: 2007

  Conference paper

  1. Rare and Zero-shot Word Sense Disambiguation using Z-Reweighting
    • Author(s): Su, Ying; Zhang, Hongming; Song, Yangqiu; Zhang, Tong
    • Source: Proceedings of the 60th Annual Meeting of the Association-for-Computational-Linguistics (ACL), v. 1, 2022-09, p. 4713-4723
    • Year: 2022

  2. Weakly Supervised Text Classification using Supervision Signals from a Language Model
    • Author(s): Zeng, Ziqian; Ni, Weimin; Fang, Tianqing; Li, Xiang; Zhao, Xinran; Song, Yangqiu
    • Source: Findings of the Association for Computational Linguistics: NAACL 2022 - Findings, 2022, p. 2295-2305
    • Year: 2022

  3. CoCoLM: Complex Commonsense Enhanced Language Model with Discourse Relations
    • Author(s): Yu, Changlong; Zhang, Hongming; Song, Yangqiu; Ng, Siu Hung
    • Source: Findings of the Association for Computational Linguistics: ACL 2022 / Edited by Smaranda Muresan, Preslav Nakov, Aline Villavicencio. Stroudsburg, PA, USA : Association for Computational Linguistics, 2022, p. 1175-1187
    • Year: 2022

  4. An Empirical Revisiting of Linguistic Knowledge Fusion in Language Understanding Tasks
    • Author(s): Yu, Changlong; Xiao, Tianyi; Kong, Lingpeng; Song, Yangqiu; Ng, Siu Hung
    • Source: Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing, December 2022, p. 10064-10070
    • Year: 2022

  5. PCR4ALL: A Comprehensive Evaluation Benchmark for Pronoun Coreference Resolution in English
    • Author(s): Zhao, Xinran; Zhang, Hongming; Song, Yangqiu
    • Source: 2022 Language Resources and Evaluation Conference, LREC 2022, 2022, p. 5963-5973
    • Year: 2022

  6. You Don't Know My Favorite Color: Preventing Dialogue Representations from Revealing Speakers' Private Personas
    • Author(s): Li, Haoran; Song, Yangqiu; Fan, Lixin
    • Source: Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies / Association for Computational Linguistics. Seattle, United States : Association for Computational Linguistics,
    • Year: 2022

  7. Query2Particles: Knowledge Graph Reasoning with Particle Embeddings
    • Author(s): Bai, Jiaxin; Wang, Zihao; Zhang, Hongming; Song, Yangqiu
    • Source: , 2022 Annual Conference of the North American Chapter of the Association for Computational Linguistics, Seattle, Washington, 10–15 July 2022
    • Year: 2022

  8. Benchmarking the Combinatorial Generalizability of Complex Query Answering on Knowledge Graphs
    • Author(s): Wang, Zihao; Yin, Hang; Song, Yangqiu
    • Source: Proceedings of the Neural Information Processing Systems Track on Datasets and Benchmarks 1 (NeurIPS Datasets and Benchmarks 2021), v. 2021, December 2021, article number 38450
    • Year: 2022

  9. Graph Convolutional Networks with Dual Message Passing for Subgraph Isomorphism Counting and Matching
    • Author(s): Liu, Xin; Song, Yangqiu
    • Source: , 36th AAAI Conference on Artificial Intelligence, Virtual, 22 February - 1 March 2022
    • Year: 2022

  10. A Brief Survey and Comparative Study of Recent Development of Pronoun Coreference Resolution in English
    • Author(s): Zhang, Hongming; Zhao, Xinran; Song, Yangqiu
    • Source: 4th Workshop on Computational Models of Reference, Anaphora and Coreference, CRAC 2021 - Proceedings of the Workshop, 2021, p. 1-11
    • Year: 2021

  11. Exploring Discourse Structures for Argument Impact Classification
    • Author(s): Liu, Xin; Ou, Jiefu; Song, Yangqiu; Jiang, Xin
    • Source: ACL-IJCNLP 2021 - 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing, Proceedings of the Conference, v. 1, 2021, p. 3958-3969
    • Year: 2021

  12. Neural PathSim for Inductive Similarity Search in Heterogeneous Information Networks
    • Author(s): Xiao, Wenyi; Zhao, Huan; Zheng, Vincent W.; Song, Yangqiu
    • Source: CIKM '21: Proceedings of the 30th ACM International Conference on Information & Knowledge Management / Association for Computing Machinery. New York : Association for Computing Machinery, 2021, p. 2201-2210
    • Year: 2021

  13. Multi-Relational Graph based Heterogeneous Multi-Task Learning in Community Question Answering
    • Author(s): Lin, Zizheng; Ke, Haowen; Wong, Ngo Yin; Bai, Jiaxin; Song, Yangqiu; Zhao, Huan; Ye, Junpeng
    • Source: International Conference on Information and Knowledge Management, Proceedings, October 2021, p. 1038-1047
    • Year: 2021

  14. Differentially Private Federated Knowledge Graphs Embedding
    • Author(s): Peng, Hao; Li, Haoran; Song, Yangqiu; Zheng, Vincent; Li, Jianxin
    • Source: International Conference on Information and Knowledge Management, Proceedings, October 2021, p. 1416-1425
    • Year: 2021

  15. Manifold Alignment across Geometric Spaces for Knowledge Base Representation Learning
    • Author(s): Xiao, Huiru; Song, Yangqiu
    • Source: , Automated Knowledge Base Construction, AKBC 2021, Virtual, 4-8 October 2021
    • Year: 2021

  16. Exophoric Pronoun Resolution in Dialogues with Topic Regularization
    • Author(s): Yu, Xintong; Zhang, Hongming; Song, Yangqiu; Zhang, Changshui; Xu, Kun; Yu, Dong
    • Source: Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing / Association for Computational Linguistics. Association for Computational Linguistics, 2021, p. 3832-3845
    • Year: 2021

  17. Benchmarking Commonsense Knowledge Base Population with an Effective Evaluation Dataset
    • Author(s): Fang, Tianqing; Wang, Weiqi; Choi, Sehyun; Hao, Shibo; Zhang, Hongming; Song, Yangqiu; He, Bin
    • Source: Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing / Edited by Marie-Francine Moens, Xuanjing Huang, Lucia Specia, Scott Wen-tau Yih. Association for Computational Linguistics, 2021, p. 8949-8964
    • Year: 2021

  18. Do Boat and Ocean Suggest Beach? Dialogue Summarization with External Knowledge
    • Author(s): Fang, Tianqing; Pan, Haojie; Zhang, Hongming; Song, Yangqiu; Xu, Kun; Yu, Dong
    • Source: , 3rd Conference on Automated Knowledge Base Construction, Irvine, California, USA, 4 - 8 October 2021
    • Year: 2021

  19. Semantic-Specific Hierarchical Alignment Network for Heterogeneous Graph Adaptation
    • Author(s): Zhuang, YuanXin; Shi, Chuan; Yang, Cheng; Zhuang, Fuzhen; Song, Yangqiu
    • Source: Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), v. 12976 LNAI, 10 September 2021, p. 335-350
    • Year: 2021

  20. Ultra-Fine Entity Typing with Weak Supervision from a Masked Language Model
    • Author(s): Dai, Hongliang; Song, Yangqiu; Wang, Haixun
    • Source: Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (Volume 1: Long Papers), v. 1, 2021, p. 1790-1799
    • Year: 2021

  21. Learning Contextual Causality between Daily Events from Time-Consecutive Images
    • Author(s): Zhang, Hongming; Huo, Yintong; Zhao, Xinran; Song, Yangqiu; Roth, Dan
    • Source: IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, June 2021, p. 1752-1755
    • Year: 2021

  22. DISCOS: Bridging the Gap between Discourse Knowledge and Commonsense Knowledge
    • Author(s): Fang, Tianqing; Zhang, Hongming; Wang, Weiqi; Song, Yangqiu; He, Bin
    • Source: WWW '21: Proceedings of the Web Conference 2021, New York, NY, United States : Association for Computing Machinery, 2021, p. 2648-2659
    • Year: 2021

  23. Variational Weakly Supervised Sentiment Analysis with Posterior Regularization
    • Author(s): Zeng, Ziqian; Song, Yangqiu
    • Source: Proceedings of the 16th Conference of the European Chapter of the Association for Computational Linguistics: Main Volume / Paola Merlo, Jorg Tiedemann, Reut Tsarfaty (Editors). Stroudsburg, USA : Association for Computational Linguistics, 2021, p. 3259-32
    • Year: 2021

  24. Fair Representation Learning for Heterogeneous Information Networks
    • Author(s): Zeng, Ziqian; Islam, Rashidul; Keya, Kamrun Naher; Foulds, James; Song, Yangqiu; Pan, Shimei
    • Source: Proceedings of the Fifteenth International AAAI Conference on Web and Social Media, v. 15, (1), May 2021, p. 877-887
    • Year: 2021

  25. Probing Toxic Content in Large Pre-trained Language Models
    • Author(s): Ousidhoum, Nedjma Djouhra; Zhao, Xinran; Fang, Tianqing; Song, Yangqiu; Yeung, Dit Yan
    • Source: Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing, v. 1, 2021, p. 4262-4274
    • Year: 2021

  26. Joint Coreference Resolution and Character Linking for Multiparty Conversation
    • Author(s): Bai, Jiaxin; Zhang, Hongming; Song, Yangqiu; Xu, Kun
    • Source: Proceedings of the 16th Conference of the European Chapter of the Association for Computational Linguistics: Main Volume / Paola Merlo, Jorg Tiedemann, Reut Tsarfaty (Editors). Stroudsburg, USA : Association for Computational Linguistics, 2021, p. 539-548
    • Year: 2021

  27. TransOMCS: From Linguistic Graphs to Commonsense Knowledge
    • Author(s): Zhang, Hongming; Khashabi, Daniel; Song, Yangqiu; Roth, Dan
    • Source: Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence, v. 2021-January, January 2021, p. 4004-4010
    • Year: 2020

  28. Two Sides of the Same Coin: White-box and Black-box Attacks for Transfer Learning
    • Author(s): Zhang, Yinghua CSE; Song, Yangqiu; Liang, Jian; Bai, Kun; Yang, Qiang
    • Source: Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 23 August 2020, p. 2989-2997
    • Year: 2020

  29. A Chinese corpus for fine-grained entity typing
    • Author(s): Lee, Chin; Dai, Hongliang; Song, Yangqiu; Li, Xin
    • Source: Proceedings of the 12th Language Resources and Evaluation Conference / Editoted by Nicoletta Calzolari, Frédéric Béchet, Philippe Blache...etc.. Marseille, France : European Language Resources Association, 2020, p. 4451-4457
    • Year: 2020

  30. Comparative Evaluation of Label-Agnostic Selection Bias in Multilingual Hate Speech Datasets
    • Author(s): Ousidhoum, Nedjma Djouhra; Song, Yangqiu; Yeung, Dit Yan
    • Source: Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP), v. 2020, November 2020, p. 2532-2542
    • Year: 2020

  31. When Hearst Is not Enough: Improving Hypernymy Detection from Corpus with Distributional Models
    • Author(s): Yu, Changlong; Han, Jialong; Wang, Peifeng; Song, Yangqiu; Zhang, Hongming; Ng, Wilfred Siu Hung; Shi, Shuming
    • Source: Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP), v. 2020, November 2020, p. 6208-6217
    • Year: 2020

  32. Analogous Process Structure Induction for Sub-event Sequence Prediction
    • Author(s): Zhang, Hongming; Chen, Muhao; Wang, Haoyu; Song, Yangqiu; Roth, Dan
    • Source: Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP), v. 2020, November 2020, p. 1541-1550
    • Year: 2020

  33. On the Importance of Word and Sentence Representation Learning in Implicit Discourse Relation Classification
    • Author(s): Liu, Xin; Ou, Jiefu; Song, Yangqiu; Jiang, Xin
    • Source: Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence, v. 2021, January 2020, p. 3830-3836
    • Year: 2020

  34. Peer-inspired Student Performance Prediction in Interactive Online Question Pools with Graph Neural Network
    • Author(s): Li, Haotian; Wei, Huan; Wang, Yong; Song, Yangqiu; Qu, Huamin
    • Source: CIKM '20: Proceedings of the 29th ACM International Conference on Information & Knowledge Management / Association for Computing Machinery. New York, United States : Association for Computing Machinery, 2020, p. 2589-2596
    • Year: 2020

  35. Recent Advances on Graph Analytics and Its Applications in Healthcare
    • Author(s): Wang, Fei; Cui, Peng; Pei, Jian; Song, Yangqiu; Zang, Chengxi
    • Source: Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 23 August 2020, p. 3545-3546
    • Year: 2020

  36. Neural Subgraph Isomorphism Counting
    • Author(s): Liu, Xin; Pan, Haojie; He, Mutian; Song, Yangqiu; Jiang, Xin; Shang, Lifeng
    • Source: Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 23 August 2020, p. 1959-1969
    • Year: 2020

  37. Vertex-reinforced Random Walk for Network Embedding
    • Author(s): Xiao, Wenyi CSE; Huan, Zhao; Zheng, Vincent W.; Song, Yangqiu
    • Source: Proceedings of the 2020 SIAM International Conference on Data Mining / Editor(s): Carlotta Demeniconi and Nitesh Chawla. Philadelphia, USA : Society for Industrial and Applied Mathematics, 2020, p. 595-603
    • Year: 2020

  38. Fisher Deep Domain Adaptation
    • Author(s): Zhang, Yinghua CSE; Zhang, Yu; Wei, Ying; Bai, Kun; Song, Yangqiu; Yang, Qiang
    • Source: Proceedings of the 2020 SIAM International Conference on Data Mining / Editor(s): Carlotta Demeniconi and Nitesh Chawla. Philadelphia, USA : Society for Industrial and Applied Mathematics, 2020, p. 469-477
    • Year: 2020

  39. Exploiting Semantic Relations for Fine-grained Entity Typing
    • Author(s): Dai, Hongliang CSE; Song, Yangqiu; Li, Xin
    • Source: , 2nd Conference on Automated Knowledge Base Construction, AKBC 2020, Irvine, CA, USA, 22-24 June 2020
    • Year: 2020

  40. Enriching Large-Scale Eventuality Knowledge Graph with Entailment Relations
    • Author(s): Yu, Changlong CSE; Zhang, Hongming; Song, Yangqiu; Ng, Siu Hung; Shang, Lifeng
    • Source: , Automated Knowledge Base Construction, AKBC 2020, Irvine, CA, USA, 22-24 June 2020
    • Year: 2020

  41. ASER: A Large-scale Eventuality Knowledge Graph
    • Author(s): Zhang, Hongming CSE; Liu, Xin; Pan, Haojie; Song, Yangqiu; Leung, Wingki
    • Source: WWW '20: Proceedings of The Web Conference 2020 / IW3C2 (International World Wide Web Conference Committee). Taipei, Taiwan : ACM, 2020, p. 201-211
    • Year: 2020

  42. Fine-grained Event Categorization With Heterogeneous Graph Convolutional Networks
    • Author(s): Peng, Hao; Li, Jianxin; Gong, Qiran; Song, Yangqiu; Ning, Yuanxing; Lai, Kunfeng; Yu, P.S.
    • Source: IJCAI International Joint Conference on Artificial Intelligence, v. 2019-August, 2019, p. 3238-3245
    • Year: 2019

  43. What You See is What You Get: Visual Pronoun Coreference Resolution in Dialogues
    • Author(s): Yu, Xintong; Zhang, Hongming; Song, Yangqiu; Song, Yan; Zhang, Changshui
    • Source: EMNLP-IJCNLP 2019 - 2019 Conference on Empirical Methods in Natural Language Processing and 9th International Joint Conference on Natural Language Processing, Proceedings of the Conference, 2020, p. 5123-5132
    • Year: 2019

  44. Multiplex Word Embeddings for Selectional Preference Acquisition
    • Author(s): Zhang, Hongming CSE; Bai, Jiaxin; Song, Yan; Xu, Kun; Yu, Changlong; Song, Yangqiu; Ng, Siu Hung; Yu, Dong
    • Source: EMNLP-IJCNLP 2019 - 2019 Conference on Empirical Methods in Natural Language Processing and 9th International Joint Conference on Natural Language Processing, Proceedings of the Conference, 2020, p. 5246-5255
    • Year: 2019

  45. Improving Fine-grained Entity Typing with Entity Linking
    • Author(s): Dai, Hongliang CSE; Du, Donghong; Li, Xin; Song, Yangqiu
    • Source: Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP) / edited by Kentaro Inui, Jing Jiang, Vincent Ng, Xiaojun Wan. Association for
    • Year: 2019

  46. Multilingual and Multi-Aspect Hate Speech Analysis
    • Author(s): Ousidhoum, Nedjma Djouhra CSE; Lin, Zizheng; Zhang, Hongming; Song, Yangqiu; Yeung, Dit Yan
    • Source: EMNLP-IJCNLP 2019 - 2019 Conference on Empirical Methods in Natural Language Processing and 9th International Joint Conference on Natural Language Processing, Proceedings of the Conference, 2020, p. 4675-4684
    • Year: 2019

  47. Motif Enhanced Recommendation Over Heterogeneous Information Network
    • Author(s): Zhao, Huan CSE; Zhou, Yingqi; Song, Yangqiu; Lee, Dik Lun
    • Source: Proceedings of the 28th ACM International Conference on Information & Knowledge Management (CIKM '19), November 2019, p. 2189-2192
    • Year: 2019

  48. HetespaceyWalk: A Heterogeneous Spacey Random Walk for Heterogeneous Information Network Embedding
    • Author(s): He, Yu; Song, Yangqiu; Li, Jianxin; Ji, Cheng; Peng, Jian; Peng, Hao
    • Source: Proceedings of the 28th ACM International Conference on Information & Knowledge Management (CIKM '19), November 2019, p. 639-648
    • Year: 2019

  49. Hyper-Path-Based Representation Learning for Hyper-Networks
    • Author(s): Huang, Jie ; Liu, Xin; Song, Yangqiu
    • Source: Proceedings of the 28th ACM International Conference on Information & Knowledge Management (CIKM '19), November 2019, p. 449-458
    • Year: 2019

  50. SP-10K: A Large-scale Evaluation Set for Selectional Preference Acquisition
    • Author(s): Zhang, Hongming MAE; Ding, Hantian; Song, Yangqiu
    • Source: 57th Annual Meeting of the Association for Computational Linguistics, 2019, p. 722-731
    • Year: 2019

  51. Knowledge-aware Pronoun Coreference Resolution
    • Author(s): Zhang, Hongming MAE; Song, Yan; Song, Yangqiu; Yu, Dong
    • Source: 57th Annual Meeting of the Association for Computational Linguistics, 2019, p. 867-876
    • Year: 2019

  52. Neural Aspect and Opinion Term Extraction with Mined Rules as Weak Supervision
    • Author(s): Dai, Hongliang CSE; Song, Yangqiu
    • Source: 57th Annual Meeting of the Association for Computational Linguistics (ACL 2019), 2019, p. 5268-5277
    • Year: 2019

  53. Beyond Personalization: Social Content Recommendation for Creator Equality and Consumer Satisfaction
    • Author(s): Xiao, Wenyi CSE; Zhao, Huan; Pan, Haojie; Song, Yangqiu; Zheng, Vincent W.; Yang, Qiang
    • Source: Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, July 2019, p. 235-245
    • Year: 2019

  54. Relation Discovery with Out-of-Relation Knowledge Base as Supervision
    • Author(s): Liang, Yan CSE; Liu, Xin; Zhang, Jianwen; Song, Yangqiu
    • Source: Proceedings of NAACL-HLT, v. 2019, June 2019, p. 3280-3290
    • Year: 2019

  55. A Variational Approach to Weakly Supervised Document-Level Multi-Aspect Sentiment Classification
    • Author(s): Zeng, Ziqian CSE; Zhou, Wenxuan; Liu, Xin; Song, Yangqiu
    • Source: , Annual Conference of the North American Chapter of the Association for Computational Linguistics, NAACL-HLT 2019, Minneapolis, USA, 2-7 June 2019
    • Year: 2019

  56. Incorporating Context and External Knowledge for Pronoun Coreference Resolution
    • Author(s): Zhang, Hongming CSE; Song, Yan; Song, Yangqiu
    • Source: , Annual Conference of the North American Chapter of the Association for Computational Linguistics, NAACL-HLT 2019, Minneapolis, USA, 2-7 June 2019
    • Year: 2019

  57. Efficient Path Prediction for Semi-supervised and Weakly Supervised Hierarchical Text Classification
    • Author(s): Xiao, Huiru CSE; Liu, Xin; Song, Yangqiu
    • Source: The Web Conference 2019 - Proceedings of the World Wide Web Conference, WWW 2019, May 2019, p. 3370-3376
    • Year: 2019

  58. CogcompnLP: Your Swiss army knife for NLP
    • Author(s): Khashabi, Daniel; Sammons, Mark; Zhou, Ben; Redman, Tom; Christodoulopoulos, Christos E.; Srikumar, Vivek; Rizzolo, Nicholas; Luo, Lev Ratinov Guanheng; Do, Quang; Tsai, Chentse; Roy, Subhro; Mayhew, Stephen; Feng, Zhili; Wieting, John; Yu, Xiaodong; Song
    • Source: LREC 2018 - 11th International Conference on Language Resources and Evaluation, 2019, p. 541-549
    • Year: 2019

  59. MetaGAN: An Adversarial Approach to Few-Shot Learning
    • Author(s): Zhang, Ruixiang CSE; Che, Tong; Ghahramani, Zoubin; Bengio, Yoshua; Song, Yangqiu CSE
    • Source: The Thirty-second Annual Conference on Neural Information Processing Systems (NeurIPS 2018), Montréal, Canada, 3-8 December 2018
    • Year: 2018

  60. Entity Linking within a Social Media Platform: A Case Study on Yelp
    • Author(s): Dai, Hongliang CSE; Song, Yangqiu CSE; Qiu, Liwei; Liu, Rijia
    • Source: Conference on Empirical Methods in Natural Language Processing (EMNLP 2018), Brussels, Belgium, 31 October - 4 November 2018
    • Year: 2018

  61. Large-Scale Hierarchical Text Classification with Recursively Regularized Deep Graph-CNN
    • Author(s): Peng, Hao; Li, Jianxin; He, Yu; Liu, Yaopeng; Bao, Mengjiao; Wnag, Lihong; Song, Yangqiu CSE; Yang, Qiang CSE
    • Source: Proceedings of the 2018 World Wide Web Conference (WWW '18) / International World Wide Web Conferences Steering Committee. Switzerland : Republic and Canton of Geneva, 2018, p. 1063-1072
    • Year: 2018

  62. Training and evaluating improved dependency-based word embeddings
    • Author(s): Li, Chen; Li, Jianxin; Song, Yangqiu CSE; Lin, Ziwei
    • Source: 32nd AAAI Conference on Artificial Intelligence, AAAI 2018, 2018, p. 5836-5843
    • Year: 2018

  63. Time-evolving text classification with deep neural networks
    • Author(s): He, Yu; Li, Jianxin; Song, Yangqiu CSE; He, Mutian; Peng, Hao
    • Source: IJCAI International Joint Conference on Artificial Intelligence, v. 2018-July, July 2018, p. 2241-2247
    • Year: 2018

  64. Biased random walk based social regularization for word embeddings
    • Author(s): Zeng, Ziqian CSE; Liu, Xin CSE; Song, Yangqiu
    • Source: IJCAI International Joint Conference on Artificial Intelligence, v. 2018-July, 2018, p. 4560-4566
    • Year: 2018

  65. Scalable Multiplex Network Embedding
    • Author(s): Zhang, Hongming CSE; Qiu, Liwei; Yi, Lingling; Song, Yangqiu CSE
    • Source: IJCAI International Joint Conference on Artificial Intelligence, v.2018-July, 2018, p. 3082-3088
    • Year: 2018

  66. Make Evasion Harder: an Intelligent Android Malware Detection System
    • Author(s): Hou, Shifu; Ye, Yanfang; Song, Yangqiu Q. CSE; Abdulhayoglu, Melih
    • Source: IJCAI International Joint Conference on Artificial Intelligence, v. 2018-July, 2018, p. 5279-5283
    • Year: 2018

  67. Ranking Users in Social Networks with Higher-Order Structures
    • Author(s): Zhao, Huan CSE; Xu, Xiaogang; Song, Yangqiu CSE; Lee, Dik Lun CSE; Chen, Zhao; Gao, Han
    • Source: Proceedings of 32nd AAAI Conference on Artificial Intelligence (AAAI-2018). , p. 232-239
    • Year: 2018

  68. What construction topics do they discuss in social media? A case study of weibo in China
    • Author(s): Tang, Liyaning Yaning N.; Zhang, Yiming M.; Dai, Fei; Yoon, Yoojung J.; Song, Yangqiu CSE
    • Source: Construction Research Congress 2018: Construction Information Technology - Selected Papers from the Construction Research Congress 2018. , v. 2018-April, 2018, p. 612-621
    • Year: 2018

  69. A Distributed Solution for Winograd Schema Challenge
    • Author(s): Zhang, Hongming ISD; Song, yangqiu CSE
    • Year: 2018

  70. Capture Commonsense Knowledge for Sentiment Analysis
    • Author(s): Zhang, Hongming CSE; Liu, Zhaoyu CSE; Song, Yangqiu CSE
    • Source: Proceedings - 2018 IEEE International Conference on Big Data and Smart Computing, BigComp 2018. , 2018, article number 8367226, p. 767-770
    • Year: 2018

  71. Document-level Multi-aspect Sentiment Classification as Machine Comprehension
    • Author(s): Yin, Yichun; Song, Yangqiu; Zhang, Ming
    • Source: EMNLP 2017 - Conference on Empirical Methods in Natural Language Processing, Proceedings, 2017, p. 2044-2054
    • Year: 2017

  72. Neural Twitter Sentiment Classification: a Simple Ensemble Method with Different Embeddings
    • Author(s): Yin, Yichun ; Zhang, Ming ; Song, Yangqiu CSE
    • Source: Proceedings of the 11th International Workshop on Semantic Evaluations (SemEval-2017),
    • Year: 2017

  73. Understanding Hidden Memories of Recurrent Neural Networks
    • Author(s): Ming, Yao CSE; Cao, Shaozu CSE; Zhang, Ruixiang CSE; Li, Zhen CSE; Chen, Yuanzhe CSE; Song, Yangqiu CSE; Qu, Huamin CSE
    • Year: 2017

  74. Incorporating External Knowledge into Crowd Intelligence for More Specific Knowledge Acquisition
    • Author(s): Han, Tao; Sun, Hailong; Song, Yangqiu; Fang, Yili; Liu, Xudong
    • Source: Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence. , p. 1541-1547
    • Year: 2017

  75. Cross-lingual Dataless Classification for Many Languages
    • Author(s): Song, Yangqiu; Upadhyay, Shyam; Peng, Haoruo; Roth, Dan
    • Source: Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence. , p. 2901-2907
    • Year: 2017

  76. NNEMBs at SemEval-2017 Task 4: Neural Twitter Sentiment Classification: a Simple Ensemble Method with Different Embeddings
    • Author(s): Yin, Yichun; Song, Yangqiu; Zhang, Ming
    • Source: Proceedings of the 11th International Workshop on Semantic Evaluations (SemEval-2017). , Association for Computational Linguistics, 2017, p. 621-625
    • Year: 2017

  77. HinDroid: An Intelligent Android Malware Detection System Based on Structured Heterogeneous Information Network
    • Author(s): Hou, Shifu; Ye, Yanfang; Song, Yangqiu; Abdulhayoglu, Melih
    • Source: Proceeding KDD '17 Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. , New York : ACM, 2017, p. 1507-1515
    • Year: 2017

  78. Incrementally Learning the Hierarchical Softmax Function for Neural Language Models
    • Author(s): Hao, Peng; Li, Jianxin; Song, Yangqiu; Liu, Yaopeng
    • Source: 31st AAAI Conference on Artificial Intelligence. , 2017, p. 3267-3273
    • Year: 2017

  79. Semi-supervised Learning Over Heterogeneous Information Networks by Ensemble of Meta-graph Guided Random Walks
    • Author(s): Jiang, He; Song, Yangqiu; Wang, Chenguang; Zhang, Ming; Sun, Yizhou
    • Source: Proceedings of the Twenty-Sixth International Joint Conference on Artificial Intelligence. , 2017, p. 1944-1950
    • Year: 2017

  80. Budgeted Task Scheduling for Crowdsourced Knowledge Acquisition
    • Author(s): Han, Tao; Sun, Hailong; Song, Yangqiu; Wang, Zizhe; Liu, Xudong
    • Source: International Conference on Information and Knowledge Management, Proceedings. , F131841, November 2017, p. 1059-1068
    • Year: 2017

  81. Socialized Word Embeddings
    • Author(s): Zeng, Ziqian; Yin, Yichun; Song, Yangqiu; Zhang, Ming
    • Source: IJCAI International Joint Conference on Artificial Intelligence. , 2017, p. 3615-3921
    • Year: 2017

  82. Joint Embeddings of Chinese Words, Characters, and Fine-grained Subcharacter Components
    • Author(s): Yu, Jinxing; Jian, Xun; Xin, Hao; Song, Yangqiu
    • Source: Proceedings of the 2017 Conference on Empirical Methods in Natural Language Processing. , Association for Computational Linguistics, 2017, p. 286-291
    • Year: 2017

  83. Meta-Graph Based Recommendation Fusion over Heterogeneous Information Networks
    • Author(s): Zhao, Huan; Yao, Quanming; Li, Jianda; Song, Yangqiu; Lee, Dik Lun
    • Source: Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. , New York,USA : Association for Computing Machinery (ACM), 2017, p. 635-644
    • Year: 2017

  84. Distant Meta-path Similarities for Text-based Heterogeneous Information Networks
    • Author(s): Wang, Chenguang; Song, Yangqiu CSE; Li, Haoran; Sun, Yizhou; Zhang, Ming; Han, Jiawei
    • Source: International Conference on Information and Knowledge Management, Proceedings. , v. Part F131841, Nov. 2017, p. 1629-1638
    • Year: 2017

  85. KBQA: Learning question answering over QA corpora and knowledge bases
    • Author(s): Cui, Wanyun ; Xiao, Yanghua ; Wang, Haixun ; Song, Yangqiu CSE; Hwang, Seungwon ; Wang, Wei
    • Source: Proceedings of the VLDB Endowment. , v. 10, (5), January 2017, p. 565-576
    • Year: 2017

  86. Event Detection and Co-reference with Minimal Supervision
    • Author(s): Peng, Haoruo; Song, Yangqiu; Roth, Dan
    • Source: EMNLP 2016 - Conference on Empirical Methods in Natural Language Processing, Proceedings, Association for Computational Linguistics (ACL), 2016, p. 392-402
    • Year: 2016

  87. Text classification with heterogeneous information network kernels
    • Author(s): Wang, Chenguang; Song, Yangqiu; Li, Haoran; Zhang, Ming; Han, Jiawei
    • Source: Proceedings of the Thirtieth AAAI Conference on Artificial Intelligence (AAAI'16). , 2016, p. 2130-2136
    • Year: 2016

  88. Event Detection and Co-reference with Minimal Supervision.
    • Author(s): Peng, Haoruo; Song, Yangqiu; Roth, Dan
    • Source: Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP 2016). , 2016, p. 392-402
    • Year: 2016

  89. Tracking Idea Flows between Social Groups
    • Author(s): Zhong, Yangxin; Liu, Shixia; Wang, Xiting; Xiao, Jiannan; Song, Yangqiu
    • Source: 30th AAAI Conference on Artificial Intelligence, AAAI 2016. , 2016, p. 1436-1443
    • Year: 2016

  90. Word Embeddings with Limited Memory
    • Author(s): Ling, Shaoshi; Song, Yangqiu; Roth, Dan
    • Source: 54th Annual Meeting of the Association for Computational Linguistics, ACL 2016 - Long Papers. , v. 2, 2016
    • Year: 2016

  91. RelSim: Relation Similarity Search in Schema-Rich Heterogeneous Information Networks
    • Author(s): Wang, Chenguang; Sun, Yizhou; Song, Yanglei; Han, Jiawei; Song, Yangqiu; Wang, Lidan; Zhang, Ming
    • Source: Proceedings of the Sixteenth SIAM International Conference on Data Mining. , Sep 2016, p. 621-629
    • Year: 2016

  92. Instilling Social to Physical: Co-Regularized Heterogeneous Transfer Learning
    • Author(s): Wei, Ying; Zhu, Yin; Leung, Cane Wing Ki; Song, Yangqiu; Yang, Qiang
    • Source: 30th AAAI Conference on Artificial Intelligence, AAAI 2016. , 2016, p. 1338-1344
    • Year: 2016

  93. Improving Topic Model Stability for Effective Document Exploration
    • Author(s): Yang, Yi ISOM; Pan, Shimei; Song, Yangqiu; Lu, Jie; Topkara, Mercan
    • Source: Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence (IJCAI-16). , 2016, article number v. 2016-January, p. 4223-4227
    • Year: 2016

  94. Semantic-based Recommendation across Heterogeneous Domains
    • Author(s): Yang, Deqing; Xiao, Yanghua; Song, Yangqiu; Wang, Wei
    • Source: Proceedings: 15th IEEE International Conference on Data Mining (ICDM 2015). , Editors: Charu Aggarwal, Zhi-Hua Zhou, Alexander Tuzhilin, Hui Xiong, and Xindong Wu. The Institute of Electrical and Electronics Engineers, Inc., 2015, p. 1075-1080
    • Year: 2015

  95. Incorporating World Knowledge to Document Clustering via Heterogeneous Information Networks
    • Author(s): Wang, Chenguang; Song, Yangqiu; El-Kishky, Ahmed; Roth, Dan; Zhang, Ming; Han, Jiawei
    • Source: Proceeding: KDD '15 Proceedings of the 21th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. , New York, NY, USA : ACM, 2015, p. 1215-1224
    • Year: 2015

  96. Improving a Pipeline Architecture for Shallow Discourse Parsing
    • Author(s): Song, Yangqiu; Peng, Haoruo; Kordjamshidi, Parisa; Sammons, Mark; Roth, Dan
    • Source: Proceedings of the Nineteenth Conference on Computational Natural Language Learning - Shared Task. , 2015, p. 78-83
    • Year: 2015

  97. Illinois CCG TAC 2015 Event Nugget, Entity Discovery and Linking, and Slot Filler Validation Systems
    • Author(s): Sammons, Mark; Peng, Haoruo; Song, Yangqiu; Upadhyay, Shyam; Tsai, Chen-Tse; Reddy, Pavankumar; Roy, Subhro; Roth, Dan
    • Year: 2015

  98. Knowsim: A Document Similarity Measure on Structured Heterogeneous Information Networks
    • Author(s): Wang, Chenguang; Song, Yangqiu; Li, Haoran; Zhang, Ming; Han, Jiawei
    • Source: 2015 IEEE International Conference on Data Mining (ICDM). , The Institute of Electrical and Electronics Engineers, 2015, p. 1015-1020
    • Year: 2015

  99. Microblog Sentiment Classification with Contextual Knowledge Regularization
    • Author(s): Wu, Fangzhao; Song, Yangqiu; Huang, Yongfeng
    • Source: Proceedings of the Twenty-Ninth AAAI Conference on Artificial Intelligence. , Association for the Advancement of Artificial Intelligence, 2015, p. 2332-2338
    • Year: 2015

  100. Open Domain Short Text Conceptualization: A Generative+ Descriptive Modeling Approach
    • Author(s): Song, Yangqiu; Wang, Shusen; Wang, Haixun
    • Source: Proceedings of the Twenty-Fourth International Joint Conference on Artificial Intelligence (IJCAI 2015). , Edited by Qiang Yang and Michael Wooldridge. Palo Alto, California, USA : AAAI Press; International Joint Conferences on Artificial Intelligence, 20
    • Year: 2015

  101. Unsupervised Sparse Vector Densification for Short Text Similarity
    • Author(s): Song, Yangqiu; Roth, Dan
    • Source: NAACL HLT 2015 - 2015 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Proceedings of the Conference. , The Association for Computational Linguistics, 2015, p. 1275-1280
    • Year: 2015

  102. User-directed Non-disruptive Topic Model Update for Effective Exploration of Dynamic Content
    • Author(s): Yang, Yi; Pan, Shimei; Song, Yangqiu; Lu, Jie; Topkara, Mercan
    • Source: Proceedings of the 20th International Conference on Intelligent User Interfaces. , New York, NY, USA : ACM , 2015, p. 158-168
    • Year: 2015

  103. Constrained Information-theoretic Tripartite Graph Clustering to Identify Semantically Similar Relations
    • Author(s): Wang, Chenguang; Song, Yangqiu; Roth, Dan; Wang, Chi; Han, Jiawei; Ji, Heng; Zhang, Ming
    • Source: Proceedings of the Twenty-Fourth International Joint Conference on Artificial Intelligence. , Edited by Qiang Yang and Michael Wooldridge. Palo Alto, California, USA : AAAI Press; International Joint Conferences on Artificial Intelligence, 2015, p. 3882-3
    • Year: 2015

  104. Combining Machine Learning and Crowdsourcing for Better Understanding Commodity Reviews
    • Author(s): Wu, Heting; Sun, Hailong; Fang, Yili; Hu, Kefan; Xie, Yongqing; Song, Yangqiu; Liu, Xudong
    • Source: Proceedings of the Twenty-Ninth AAAI Conference on Artificial Intelligence. , Association for the Advancement of Artificial Intelligence, 2015, p. 4220-4221
    • Year: 2015

  105. Transitive Transfer Learning
    • Author(s): Tan, Ben CSE; Song, Yangqiu; Zhong, Erheng; Yang, Qiang CSE
    • Source: Proceedings of the 21th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. , New York, NY, USA : ACM, 2015, p. 1155-1164
    • Year: 2015

  106. Scalable heterogeneous translated hashing
    • Author(s): Wei, Ying; Song, Yangqiu; Zhen, Yi; Liu, Bo; Yang, Qiang
    • Source: Proceedings of the 20th ACM SIGKDD international conference on Knowledge discovery and data mining. , 2014, p. 791-800
    • Year: 2014

  107. Tag Propagation Based Recommendation across Diverse Social Media
    • Author(s): Yang, Deqing; Xiao, Yanghua; Song, Yangqiu CSE; Zhang, Junjun; Zhang, Kezun; Wang, Wei
    • Source: WWW '14 Companion: Proceedings of the 23rd International Conference on World Wide Web. , New York, NY, USA : ACM, 2014, p. 407-408
    • Year: 2014

  108. Overview of UI-CCG Systems for Event Argument Extraction, Entity Discovery and Linking, and Slot Filler Validation
    • Author(s): Sammons, Mark; Song, Yangqiu; Wang, Ruichen; Kundu, Gourab; Tsai, Chen-Tse; Upadhyay, Shyam; Ancha, Siddarth; Mayhew, Stephen; Roth, Dan
    • Year: 2014

  109. Transfer Understanding from Head Queries to Tail Queries
    • Author(s): Song, Yangqiu; Haixun wang,; Chen, Weizhu; Wang, Shusen
    • Source: Proceedings of the 23rd ACM International Conference on Conference on Information and Knowledge Management. , New York, NY, USA : ACM, 2014, p. 1299-1308
    • Year: 2014

  110. On Dataless Hierarchical Text Classification
    • Author(s): Song, Yangqiu; Roth, Dan
    • Source: Proceedings of the Twenty-Eighth AAAI Conference on Artificial Intelligence. , Palo Alto, California : AAAI Press, 2014, p. 1579-1585
    • Year: 2014

  111. Mining Evolutionary Multi-Branch Trees from Text Streams
    • Author(s): Wang, Xiting; Liu, Shixia; Song, Yangqiu; Guo, Baining
    • Source: ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD). , 2013, p. 722-730
    • Year: 2013

  112. Lead-lag Analysis via Sparse Co-projection in Correlated Text Streams
    • Author(s): Wu, Fangzhao; Song, Yangqiu CSE; Liu, Shixia; Huang, Yongfeng; Liu, Zhenyu
    • Source: International Conference on Information and Knowledge Management, Proceedings. , 2013, p. 2069-2078
    • Year: 2013

  113. Optimizing Temporal Topic Segmentation for Intelligent Text Visualization
    • Author(s): Pan, Shimei; Zhou, Michelle; Song, Yangqiu CSE; Qian, Weihong; Wang, Fei; Liu, Shixia
    • Source: International Conference on Intelligent User Interfaces, Proceedings IUI. , 2013, p. 339-349
    • Year: 2013

  114. Identifying Users’ Topical Tasks in Web Search
    • Author(s): Hua, Wen; Song, Yangqiu; Wang, Haixun; Zhou, Xiaofang
    • Source: Proceedings of the sixth ACM International Conference on Web Search and Data Mining. , New York, NY, USA : ACM, 2013, p. 93-102
    • Year: 2013

  115. Collaborative Boosting for Activity Classification in Microblogs
    • Author(s): Song, Yangqiu CSE; Lu, Zhengdong; Leung, Cane Wing Ki; Yang, Qiang
    • Source: Proceedings of the 19th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. , New York, NY, USA : ACM, 2013, p. 482-490
    • Year: 2013

  116. Automatic Taxonomy Construction from Keywords
    • Author(s): Liu, Xueqing; Song, Yangqiu; Liu, Shixia; Wang, Haixun
    • Source: Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. , 2012, p. 1433-1441
    • Year: 2012

  117. Tracking and Connecting Topics via Incremental Hierarchical Dirichlet Processes
    • Author(s): Gao, Zekai J.; Song, Yangqiu; Liu, Shixia; Wang, Haixun; Wei, Hao; Cui, Weiwei; Chen, Yang
    • Source: Proceedings - IEEE International Conference on Data Mining, ICDM. , 2011, Article number 6137314, p. 1056-1061
    • Year: 2011

  118. A Common and Common Sense Knowledge Base for Opinion Mining
    • Author(s): Cambria, Erik; Song, Yangqiu; Wang, Haixun; Isanette, Amir Hussain.
    • Source: Proceedings - IEEE International Conference on Data Mining, ICDM. , 2011, Article number 6137396, p. 315-322
    • Year: 2011

  119. Short Text Conceptualization using a Probabilistic Knowledgebase
    • Author(s): Song, Yangqiu; Wang, Haixun; Wang, Zhongyuan; Li, Hongsong; Chen, Weizhu
    • Source: IJCAI International Joint Conference on Artificial Intelligence. , 2011, p. 2330-2336
    • Year: 2011

  120. TIARA: A Visual Exploratory Text Analytic System
    • Author(s): Wei, Furu; Liu, Shixia; Song, Yangqiu; Pan, Shimei; Zhou, Michelle X.; Qian, Weihong; Shi, Lei; Tan, Li; Zhang, Qiang
    • Source: Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, July 2010, p. 153-162
    • Year: 2010

  121. Evolutionary hierarchical Dirichlet processes for multiple correlated time-varying corpora
    • Author(s): Zhang, Jianwen; Song, Yangqiu; Zhang, Changshui; Liu, Shixia
    • Source: Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, July 2010, p. 1079-1088
    • Year: 2010

  122. Homotopy Regularization for Boosting
    • Author(s): Song, Yangqiu; Wang, Zheng; Zhang, Changshui
    • Source: Proceedings - IEEE International Conference on Data Mining, ICDM. , 2010, Article number 5694094, p. 1115-1120
    • Year: 2010

  123. Tag Propagation Based Recommendation across Diverse Social Media
    • Author(s): Liu, Shixia; Song, Yangqiu; Wei, Furu; Pan, Shimei; Zhou, Michelle X.; Qian, Weihong; Shi, Lei; Zhang, Qiang; Tan, Li
    • Year: 2010

  124. TIARA: A Visual Exploratory Text Analytic System.
    • Author(s): Wei, Furu; Liu, Shixia; Song, Yangqiu; Pan, Shimei; Zhou, Michelle X.; Qian, Weihong; Shi, Lei; Tan, Li; Zhang, Qiang
    • Source: ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD). , 2010, p.153–162
    • Year: 2010

  125. Constrained Co-clustering for Textual Documents
    • Author(s): Song, Yangqiu; Pan, Shimei; Liu, Shixia; Wei, Furu; Zhou, Michelle X.; Qian, Weihong
    • Source: Proceedings of the National Conference on Artificial Intelligence. , v. 1, 2010, p. 581-586
    • Year: 2010

  126. Knowledge transfer on hybrid graph
    • Author(s): Wang, Zheng; Song, Yangqiu; Zhang, Changshui
    • Source: Proceedings of the 21st International Joint Conference on Artificial Intelligence, 2009, p. 1291-1296
    • Year: 2009

  127. Efficient active learning with boosting
    • Author(s): Wang, Zheng; Song, Yangqiu; Zhang, Changshui
    • Source: Proceedings of the 2009 SIAM International Conference on Data Mining, 2009, p. 1232-1243
    • Year: 2009

  128. Topic and Keyword Re-ranking for LDA-based Topic Modeling
    • Author(s): Song, Yangqiu; Pan, Shimei; Liu, Shixia; Zhou, Michelle X.; Qian, Weihong
    • Source: International Conference on Information and Knowledge Management, Proceedings. , 2009, p. 1757-1760
    • Year: 2009

  129. On-line Evolutionary Exponential Family Mixture
    • Author(s): Zhang, Jianwen; Song, Yangqiu; Chen, Gang; Zhang, Changshui
    • Source: IJCAI International Joint Conference on Artificial Intelligence. , 2009, p. 1610-1615
    • Year: 2009

  130. Semi-supervised Ranking Aggregation
    • Author(s): Chen, Shouchun ; Wang, Fei; Song, Yangqiu; Zhang, Changshui
    • Source: Proceedings of the 17th ACM Conference on Information and Knowledge Management, Oct 2008, p. 1427-1428
    • Year: 2008

  131. Transferred Dimensionality Reduction
    • Author(s): Wang, Zheng; Song, Yangqiu; Zhang, Changshui
    • Source: Lecture Notes in Computer Science, v. 5212, 2008, p. 550-565
    • Year: 2008

  132. Active Model Selection in Graph-Based Semi-Supervised Learning
    • Author(s): Zhao, Bin; Wang, Fei; Zhang, Changshui; Song, Yangqiu
    • Source: 2008 IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, 2008, article number 4518001, p. 1881-1884
    • Year: 2008

  133. Semi-supervised Ranking Aggregation.
    • Author(s): Chen, Shouchun; Wang, Fei; Song, Yangqiu; Zhang, Changshui
    • Source: International Conference on Information and Knowledge Management, Proceedings. , 2008, p. 1427-1428
    • Year: 2008

  134. Parallel Spectral Clustering
    • Author(s): Song, Yangqiu; Chen, Wen-Yen; Bai, Hongjie; Lin, Chih-Jen; Chang, Edward
    • Source: Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). , v. 5212, (2), 2008, p. 3890
    • Year: 2008

  135. Transferred Discriminant Analysis
    • Author(s): Wang, Zheng; Song, Yangqiu; Zhang, Changshui
    • Source: European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD). , 2008, p. 550-565
    • Year: 2008

  136. Parallel Spectral Clustering Algorithm forLarge-Scale Community Data Mining
    • Author(s): Miao, Gengxin; Song, Yangqiu; Zhang, Dong; Bai, Hongjie
    • Year: 2008

  137. Cost Sensitive Boosting Algorithms as Gradient Descent
    • Author(s): Cai, Qutang; Song, Yangqiu; Zhang, Changshui
    • Source: ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings. , 2008, Article number 4518033, p. 2009-2012
    • Year: 2008

  138. Semi-Supervised Dimensionality Reduction for Image Retrieval
    • Author(s): Zhang, Bin; Song, Yangqiu; Yin, Wenjun; Xie, Ming; Dong, Jin; Zhang, Changshui
    • Source: Proceedings of SPIE - The International Society for Optical Engineering. , v. 6822, 2008, Article number 682225
    • Year: 2008

  139. Semi-Supervised Multi-label Learning by Solving a Sylvester Equation
    • Author(s): Chen, Gang; Song, Yangqiu; Wang, Fei; Zhang, Changshui
    • Source: Society for Industrial and Applied Mathematics - 8th SIAM International Conference on Data Mining 2008, Proceedings in Applied Mathematics 130. , v. 1, 2008, p. 410-419
    • Year: 2008

  140. Extracting the Optimal Dimensionality for Discriminant Analysis
    • Author(s): Nie, Feiping; Xiang, Shiming; Song, Yangqiu; Zhang, Changshui
    • Source: ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, v. 2, April 2007, article number 4217484, p. 617-620
    • Year: 2007

  141. A Supervised Method to Chart Multiple Manifolds
    • Author(s): Zhang, Dan; Song, Yangqiu; Qiao, Qifeng; Shi, Zhenwei; Zhang, Changshui
    • Year: 2007

  142. Localized Content-Based Image Retrieval using Semi-Supervised Multiple Instance Learning
    • Author(s): Zhang, Dan; Shi, Zhenwei; Song, Yangqiu; Zhang, Changshui
    • Source: Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). , v. 4843, (1), 2007, p. 180-188
    • Year: 2007

  143. Ranking with Semi-Supervised Distance Metric Learning and Its Application to Housing Potential Estimation
    • Author(s): Song, Yangqiu; Zhang, Bin; Yin, Wenjun; Zhang, Changshui; Dong, Jin
    • Source: International Conference on Information and Knowledge Management, Proceedings. , 2007, p. 975-978
    • Year: 2007

  144. Optimal Dimensionality Discriminant Analysis and Its Application to Image Recognition
    • Author(s): Nie, Feiping; Xiang, Shiming; Song, Yangqiu; Zhang, Changshui
    • Source: Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition. , 2007, Article number 4270409
    • Year: 2007

  145. Embedding New Data Points for Manifold Learning via Coordinate Propagation
    • Author(s): Xiang, Shiming; Nie, Feiping; Song, Yangqiu; Zhang, Changshui; Zhang, Chunxia
    • Source: Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). , v. 4426, 2007, p. 332-343
    • Year: 2007

  146. Semi-Supervised Music Genre Classification
    • Author(s): Song, Yangqiu; Zhang, Changshui; Xiang, Shiming
    • Source: ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings. , v. 2, 2007, Article number 4217512, p. II729-II732
    • Year: 2007

  147. Changshui Zhang. Extracting the Optimal Dimensionality for Discriminant Analysis
    • Author(s): Nie, Feiping; Xiang, Shiming; Song, Yangqiu
    • Source: International Conference on Acoustics, Speech, and Signal Processing (ICASSP). , 2007, p. II 617–620,
    • Year: 2007

  148. A Discriminative Method for Semi-Automated Tumorous Tissues Segmentation of MR Brain Images
    • Author(s): Song, Yangqiu; Zhang, Changshui; Lee, Jianguo; Wang, Fei
    • Source: Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition. , v. 2006, 2006, Article number 1640520
    • Year: 2006

  149. Graph Based Multi-Class Semi-Supervised Learning using Gaussian Process
    • Author(s): Song, Yangqiu; Zhang, Changshui; Lee, Jianguo
    • Source: Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). , v. 4109, 2006, p. 450-458
    • Year: 2006

  150. New Boosting Methods of Gaussian Processes for Regression
    • Author(s): Song, Yangqiu; Zhang, Changshui
    • Source: Proceedings of the International Joint Conference on Neural Networks. , v. 2, 2005, Article number 1556014, p. 1142-147
    • Year: 2005