主要研究方向
主要從事自然語言處理、人工智能及相關的研究,内容涉及大規模語言知識獲取和語義分析技術、自動問答和人機對話、觀點挖掘等。
研究成果概況
在包括ACL,EMNLP,COLING,ICML,IJCAI,AAAI,SIGIR,KDD等國際會議和Computational Linguistics,TALIPS等期刊發表學術論文,共發表學術論文60多篇。
承擔過多項10餘項國家項目,包括國家863項目“大規模中文語義信息處理技術與系統”(2012.1-2014.12)的首席專家,國家社科基金重大項目“面向網絡文本的多視角語義分析方法、語言知識庫及平台建設研究”(2013.1-2017.12)的首席專家。
構建的語言資源庫轉讓給多家企業或研究機構。目前為中文信息學會的常務理事。
Selected Publications
1) Xu Sun, Xuancheng Ren, Shuming Ma, Houfeng Wang. meProp: Sparsified Back Propagation for Accelerated Deep Learning with Reduced Overfitting,ICML2017
2) Yizhong Wang, Sujian Li, Houfeng Wang. A Two-Stage Parsing Method for Text-Level Discourse Analysis.ACL2017(outstanding paper)
3) Qing Zhang, Houfeng WANG. Noise-Clustered Distant Supervision for Relation Extraction: A Nonparametric Bayesian Perspective.EMNLP2017
4) Dehong Ma, Sujian Li, Xiaodong Zhang, Houfeng Wang. Interactive Attention Networks for Aspect-Level Sentiment Classification.IJCAI2017
5) Xiaodong Zhang , Sujian Li, Lei Sha1, Houfeng Wang. Attentive Interactive Neural Networks for Answer Selection in Community Question Answering.AAAI2017
6) Rui Cai,Xiaodong Zhang and Houfeng Wang. Bidirectional Recurrent Convolutional Neural Network for Relation Classi?cation.ACL2016
7) Chen Shi, Shujie Liu, Shuo Ren, Shi Feng, Mu Li, Ming Zhou, Xu Sun, Houfeng Wang. Knowledge-Based Semantic Embedding for Machine Translation.ACL2016
8) Xiaodong Zhang, Houfeng Wang. A Joint Model of Intent Determination and Slot Filling for Spoken Language Understanding.IJCAI2016
9) Qing Zhang, Houfeng Wang. Collaborative Filtering with Generalized Laplacian Constraint via Over lapping Decomposition.IJCAI2016
10) Qing Zhang, Houfeng Wang.Not All Links Are Created Equal: An Adaptive Embedding Approach for Social Personalized Ranking. SIGIR2016