HOME

                                      
                             

                               Jianfei YU(虞剑飞)                                
                                       Ph.D. Candidate
                        School of Information Systems
                     Singapore Management University
                         80 Stamford Road, Singapore 178902
                          Email: jfyu.2014@phdis.smu.edu.sg
                            Office: SIS Research Center 4001




Biography

I am currently a Ph.D candidate at School of Information Systems, Singapore Management University (SMU), under the supervision of Prof. Jing JiangI received my Bachelor and Master degrees from School of Computer Science and Engineering, NUST (Nanjing, China). During my Master Program, I was supervised by Prof. Shumei Wang and Prof. Rui Xia.

Now I focus on applying deep learning methods to some NLP tasks like Relation Extraction, Sentiment Analysis, etc. Also, I am interested in solving domain adaptation problems in NLP tasks. 

Background                       

  • Aug 2014 - present                                            Ph.D Candidate, School of Information Systems, SMU
  • Sep 2012 - Jun 2015                                          Master of Science, School of Computer Science and Engineering, NUST
  • Sep 2008 - Jun 2012                                          Bachelor of Science, School of Computer Science and Engineering, NUST

Research Interests

  • Natural Language Processing: Sentiment Analysis, Information Extraction, Question Answering, Text Classification.
  • Machine Learning: Supervised/Semi-supervised Learning, Deep Learning, Transfer Learning, Domain Adaptation.

Publications

      Conference Papers

  1. Jianfei Yu and Jing Jiang. Leveraging Auxiliary Tasks for Document-Level Cross-Domain Sentiment Classification. To appear in Proceedings of the 8th International Joint Conference on Natural Language Processing (long paper), IJCNLP 2017.
  2. Ying Ding, Jianfei Yu and Jing Jiang. Recurrent Neural Networks with Auxiliary Labels for Cross-Domain Opinion Target ExtractionIn Proceedings of the 31st AAAI Conference on Artificial Intelligence (long paper, oral), AAAI 2017.
  3. Jianfei Yu and Jing Jiang.  Pairwise Relation Classification with Mirror Instances and a Combined Convolutional Neural NetworkIn Proceedings of the 26th International Conference on Computational Linguistics (long paper, poster), COLING 2016. [Poster][Code]
  4. Jianfei Yu and Jing Jiang.  Learning Sentence Embeddings with Auxiliary Tasks for Cross-Domain Sentiment ClassificationIn Proceedings of the 2016 Conference on Empirical Methods in Natural Language Processing (long paper, oral), EMNLP 2016. [Slides][Code]
  5. Jianfei Yu and Jing Jiang.  A Hassle-Free Unsupervised Domain Adaptation Method Using Instance Similarity FeaturesIn Proceedings of the 53rd Annual Meeting of the Association for Computational Linguistics (short paper, oral), ACL 2015. [Code]
  6. Rui Xia, Jianfei Yu, Feng Xu and Shumei Wang. Instance-based Domain Adaptation in NLP via In-Target-Domain Logistic ApproximationIn Proceedings of the 28th AAAI Conference on Artificial Intelligence (long paper, oral), AAAI 2014.
          Journal Papers
    1. Rui Xia, Feng Xu, Jianfei Yu, Yong Qi and Erik Cambria. Polarity Shift Detection, Elimination and Ensemble for Document-level Sentiment AnalysisInformation Processing and Management, 52(1), 36–45, 2016.

    Professional Service

          Conference PC Member
    • EMNLP 2017, IJCNLP 2017, SMP 2017.
          Journal Reviewer
    • IEEE Transactions on Audio, Speech and Language Processing (TASLP 2017), 
    • IEEE Transactions on Affective Computing (TAFFC 2017),
    • ACM Transactions on Asian and Low-Resource Language Information Processing (TALLIP 2017).

    Talks

    1. " Learning Sentence Embeddings with Auxiliary Tasks for Cross-Domain Sentiment Classification", Nov 2016, Conference Talk of EMNLP 2016, Hilton, Austin.
    2. " A Hassle-Free Unsupervised Domain Adaptation Method Using Instance Similarity Features", Jul 2015, Pre-conference Talk of ACL 2015, Singapore Management University, SMU.

    Flag Counter