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荣文戈,男,北京航空航天大学计算机学院教授,博士生导师,IET Fellow,BCS Fellow,IEEE Senior Member,国际标准化组织/国际电工委员会C语言标准工作组(ISO/IEC JTC1/SC22/WG14)注册专家,国际电工委员会自主与人工智能应用伦理系统评估组(IEC/SEG10)注册专家,国家智慧城市标准化总体组副组长,全国信标委智慧城市标准工作组副组长,中国人工智能学会智能交互专委会委员。2010年于英国雷丁大学获博士学位,2003年于英国伦敦大学玛丽皇后学院获硕士学位,1996年于南京理工大学获学士学位。1996年-2002年在航天科技集团公司第710所担任软件开发工程师,2003年-2005年在北京神舟航天软件技术有限公司担任技术经理。主要研究方向为自然语言处理、机器学习、数据挖据和信息系统等,担任Frontier of Computer Science期刊Manager Editor(2010-2012),Computer Speech & Language期刊客座编辑(2020),INLG'2019 Workshop Chair,WoWMoM'2017 Demo Chair,是ACL、EMNLP、COLING、NAACL、INLG、AAAI、IJCAI、ICWS等本领域多个主要会议的程序委员会委员。主持国家重点研发计划(课题)、国家自然基金、北京市科委、软件开发国家重点实验室等多个项目,并参与了多项863、质检公益等项目,在本领域重要学术期刊和会议上发表论文120余篇,承担本科生必修课《高级语言程序设计》、《面向对象程序设计与构造》、《计算机科学方法论》、《计算机导论与伦理学》,以及研究生选修课《航天型号软件工程》、留学生选修课《数据结构》等教学工作,主持3项校级教改项目,获2018年校级教学成果一等奖(6/7)。

研究领域

自然语言处理、机器学习、数据挖据和信息系统等

近期论文

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Journal Publications Zhuang Liu, Yunpu Ma, Matthias Schubert, Yuanxin Ouyang, Wenge Rong, Zhang Xiong. Multi-modal Contrastive Transformer for Explainable Recommendation. IEEE Transactions on Computational Social Systems (Accepted) Bo Zhao, Jun Bai, Chen Li, Jianfei Zhang, Wenge Rong, Yuanxin Ouyang, Zhang Xiong. Enhancing Biomedical ReQA with Adversarial Hard In-batch Negative Samples. IEEE/ACM Transactions on Computational Biology and Bioinformatics (Accepted) Wenge Rong, Tianfan Xu, Zhiwei Sun, Zian Sun, Yuanxin Ouyang, Zhang Xiong. An Object Tuple Model for Understanding Pointer and Array in C Language. IEEE Transactions on Education, 2023, 66(4): 318-329 Jun Bai, Chuantao Yin, Zimeng Wu, Jianfei Zhang, Yanmeng Wang, Guanyi Jia, Wenge Rong, Zhang Xiong. Improving Biomedical ReQA with Consistent NLI-Transfer and Post-Whitening. IEEE/ACM Transactions on Computational Biology and Bioinformatics, 2023, 20(3): 1864-1875 Yang Cai, Min Gao, Junliang Yu, Qilin Fan, Wenge Rong, Junhao Wen. Bi-Graph Mix-random Walk Based Social Recommendation Model. Acta Electronica Sinica, 2023, 51(2): 286-296 (in Chinese) Jun Bai, Chuantao Yin, Jianfei Zhang, Yanmeng Wang, Yi Dong, Wenge Rong, Zhang Xiong. Adversarial Knowledge Distillation Based Biomedical Factoid Question Answering. IEEE/ACM Transactions on Computational Biology and Bioinformatics, 2023, 20(1): 106-118 Cen Yan, Jun Bai, Yanmeng Wang, Wenge Rong, Yuanxin Ouyang, Zhang Xiong. Goal-oriented Conditional Variational Autoencoders for Proactive and Knowledge-aware Conversational Recommender System. Computer Speech & Language, 2023, 79: 101468 Zeyu Huang, Wenge Rong, Xiaofeng Zhang, Yuanxin Ouyang, Chenghua Lin, Zhang Xiong. Token Relation Aware Chinese Named Entity Recognition. ACM Transactions on Asian and Low-Resource Language Information Processing, 2023, 22(1): 1-21 Keqin Peng, Chuantao Yin, Wenge Rong, Chenghua Lin, Deyu Zhou, Zhang Xiong. Named Entity Aware Transfer Learning for Biomedical Factoid Question Answering. IEEE/ACM Transactions on Computational Biology and Bioinformatics, 2022, 19(4): 2365-2376 Jianfei Zhang, Wenge Rong, Dali Chen, Zhang Xiong. Question Type and Answer Related Keywords Aware Question Generation. Journal of Intelligent and Fuzzy Systems, 2022, 42(5): 4611-4622 Yuanxin Ouyang, Hongbo Zhang, Wenge Rong, Xiang Li, Zhang Xiong. MOOC Opinion Mining Based on Attention Alignment. Information Discovery and Delivery, 2022, 50(1): 12-21 Dapeng Zhang, Xi Wang, Wenge Rong, Yu Yang. China's Practice of Smart City Standardisation and Assessment. IET Smart Cities, 2021, 3(4): 211-218 Chuan Tian, Wenge Rong, Shijie Zhou, Jianfei Zhang, Yuanxin Ouyang, Zhang Xiong. Learning Word Representation by Jointly Using Neighbor and Syntactic Contexts. Neurocomputing, 2021, 456: 136-146 Gezheng Xu, Wenge Rong, Yanmeng Wang, Yuanxin Ouyang, Zhang Xiong. External Features Enriched Model for Biomedical Question Answering. BMC Bioinformatics, 2021, 22: 272 Xinyi Yu, Wenge Rong, Jingshuang Liu, Deyu Zhou, Yuanxin Ouyang, Zhang Xiong. LSTM-Based End-to-End Framework for Biomedical Event Extraction. IEEE/ACM Transactions on Computational Biology and Bioinformatics, 2020, 17(6): 2029-2039 Libin Shi, Wenge Rong, Shijie Zhou, Nan Jiang, Zhang Xiong. A Dual Channel Class Hierarchy Based Recurrent Language Modeling. Neurocomputing, 2020, 418: 291-299 Yanmeng Wang, Wenge Rong, Jianfei Zhang, Shijie Zhou, Zhang Xiong. Multi-Turn Dialogue Oriented Pretrained Question Generation Model. Complex & Intelligent Systems, 2020, 6(3): 493-505 Dengbo Chen, Wenge Rong, Jianfei Zhang, Zhang Xiong. Ranking Based Multi-Label Classification for Sentiment Analysis. Journal of Intelligent and Fuzzy Systems, 2020, 39(2): 2177-2188 Yuqi Song, Min Gao, Jundong Li, Wenge Rong, Qingyu Xiong. A Survey of Cyberbullying Detection. Acta Electronica Sinica, 2020, 48(6): 1220-1229 (in Chinese) Hui Chen, Chuantao Yin, Rumei Li, Wenge Rong, Zhang Xiong, Bertrand David. Enhanced Learning Resource Recommendation Based on Online Learning Style Model. Tsinghua Science and Technology, 2020, 25(3): 348-356 Jingshuai Zhang, Yuanxin Ouyang, Weizhu Xie, Wenge Rong, Zhang Xiong. Context-aware Restricted Boltzmann Machine Meets Collaborative Filtering. Online Information Review, 2020, 44(2): 455-476 Xiaolan Liu, Jiadong Yu, Haoran Qi, Jianxin Yang, Wenge Rong, Xiuyin Zhang, Yue Gao. Learning to Predict the Mobility of Users in Mobile mmWave Networks. IEEE Wireless Communications, 2020, 27(1): 124-131 Dongge Tang, Wenge Rong, Shuang Qin, Jianxin Yang, Zhang Xiong. A n-Gated Recurrent Unit with Review for Answer Selection. Neurocomputing, 2020, 371: 158-165 Yuan Ma, Yue Gao, Chen Fu, Wenge Rong, Zhang Xiong, Shuguang Cui. TV White Space Spectrum Analysis Based on Machine Learning. Journal of Communications and Information Networks, 2019, 4(2): 58-80 Jiawei Li, Wenge Rong, Chuantao Yin, Zhang Xiong. Goal-oriented Dependency Analysis for Service Identification. Computer Science and Information Systems, 2019, 16(2): 381-407 Qing Sun, Ji Wu, Wenge Rong, Wenbo Liu. Formative Assessment of Programming Language Learning Based on Peer Code Review: Implementation and Experience Report. Tsinghua Science and Technology, 2019, 24(4): 423-434 Yanmeng Wang, Wenge Rong, Yuanxin Ouyang, Zhang Xiong. Augmenting Dialogue Response Generation with Unstructured Textual Knowledge. IEEE Access, 2019, 7: 34954-34963 Xinyi Yu, Wenge Rong, Zhuo Zhang, Yuanxin Ouyang, Zhang Xiong. Multiple Level Hierarchical Network Based Clause Selection for Emotion Cause Extraction. IEEE Access, 2019, 7: 9071-9079 Nan Jiang, Wenge Rong, Yifan Nie, Yikang Shen, Zhang Xiong. Biological Event Trigger Identification with Noise Contrastive Estimation. IEEE/ACM Transactions on Computational Biology and Bioinformatics, 2018, 15(5): 1549-1559 Xiancheng Li, Wenge Rong, Haoran Shi, Jie Tang, Zhang Xiong. The Impact of Conference Ranking Systems in Computer Science: A Comparative Regression Analysis. Scientometrics, 2018, 116(2): 879-907 Yue Qu, Wenge Rong, Hui Chen, Yuanxin Ouyang, Zhang Xiong. Influencing Factors Analysis for a Social Network Web Based Payment Service in China. Journal of Theoretical and Applied Electronic Commerce Research, 2018, 11(3): 99-113 Rui Liu, Wenge Rong, Yuanxin Ouyang, Zhang Xiong. A Hierarchical Similarity based Job Recommendation Service Framework for University Students. Frontiers of Computer Science, 2017, 11(5): 912-922 Junliang Yu, Min Gao, Wenge Rong, Qingyu Xiong, Junhao Wen. Hybrid Attacks on Model-based Social Recommender Systems. Physica A: Statistical Mechanics & Its Applications, 2017, 483(1): 171-181 Junliang Yu, Min Gao, Wenge Rong, Yuqi Song, Qingyu Xiong. A Social Recommender Based on Factorization and Distance Metric Learning. IEEE Access, 2017, 5: 21557-21566 Min Gao, Xiang Li, Wenge Rong, Junhao Wen, Qingyu Xiong. The Performance of Location Aware Shilling Attacks in Web Service Recommendation. International Journal of Web Services Research, 2017, 14(3): 53-66 Yifan Qian, Wenge Rong, Nan Jiang, Jie Tang, Zhang Xiong. Citation Regression Analysis of Computer Science Publications in Different Ranking Categories and Subfields. Scientometrics, 2017, 110(3): 1351-1374 Hui Chen, Wenge Rong, Xiaoyang Ma, Yue Qu, Zhang Xiong. An Extended Technology Acceptance Model for Mobile Social Gaming Service Popularity Analysis. Mobile Information Systems, 2017: 1-12 Nan Jiang, Wenge Rong, Baolin Peng, Yifan Nie, Zhang Xiong. Modeling Joint Representation with Tri-Modal Deep Belief Networks for Query and Question Matching. IEICE Transactions on Information and Systems, 2016, 99-D(4): 927-935 Wenge Rong, Baolin Peng, Yuanxin Ouyang, Chao Li, Zhang Xiong. Structural Information Aware Deep Semi-supervised Recurrent Neural Network for Sentiment Analysis, Frontiers of Computer Science, 2015, 9(2): 171-184 Wenge Rong, Baolin Peng, Yuanxin Ouyang, Kecheng Liu, Zhang Xiong. Collaborative Personal Profiling for Web Service Ranking and Recommendation. Information Systems Frontiers, 2015, 17(6): 1265-1282 Yifan Nie, Wenge Rong, Yiyuan Zhang, Yuanxin Ouyang, Zhang Xiong. Embedding Assisted Prediction Architecture for Event Trigger Identification. Journal of Bioinformatics and Computational Biology, 2015, 13(3): 1-17 Wenge Rong, Qinfen Wu, Yuanxin Ouyang, Kecheng Liu, Zhang Xiong. Stakeholder Identification and Analysis for Service Lifecycle Management. International Journal of Web Services Research, 2014, 11(1): 30-56 Wenge Rong, Zhang Xiong, Dave Cooper, Hao Sheng, Chao Li. Smart City Architecture: A Technology Guide for Implementation and Design Challenges. China Communications, 2014, 11(3): 56-69 Wenge Rong, Yifan Nie, Yuanxin Ouyang, Baolin Peng, Zhang Xiong, Auto-encoder Based Bagging Architecture for Sentiment Analysis. Journal of Visual Languages & Computing, 2014, 25(6): 840-849 Zhang Xiong, Hao Sheng, Wenge Rong, Dave E. Cooper. Intelligent Transportation Systems for Smart Cities: A Progress Review. Science China Information Sciences, 2012, 55(12): 2908-2914 Conference Publications Zhuang Liu, Haoxuan Li, Guanming Chen, Yuanxin Ouyang, Wenge Rong, Zhang Xiong. PopDCL: Popularity-aware Debiased Contrastive Loss for Collaborative Filtering. In: Proceedings of the 32nd ACM International Conference on Information and Knowledge Management. 2023 (Accepted) Kun Zhao, Bohao Yang, Chenghua Lin, Wenge Rong, Aline Villavicencio, Xiaohui Cui. Applying Next Sentence Prediction and Mutual Information to Evaluate Open-Domain Dialogues in Latent Space. In: Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics. 2023: 562-574 Keqin Peng, Liang Ding, Qihuang Zhong, Yuanxin Ouyang, Wenge Rong, Zhang Xiong, Dacheng Tao. Token-Level Self-Evolution Training for Sequence-to-Sequence Learning. In: Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics. 2023: 841-850 Shaofei Huang, Han Li, Yuqing Wang, Hongji Zhu, Jiao Dai, Jizhong Han, Wenge Rong, Si Liu. Discovering Sounding Objects by Audio Queries for Audio Visual Segmentation. In: Proceedings of the 32nd International Joint Conference on Artificial Intelligence. 2023: 875-883 Junting Zhao, Jun Bai, Wenge Rong, Yuanxin Ouyang, Zhang Xiong. Multi-task Question Generation Based Data Augmentation for Biomedical Answer Generation. In: Proceedings of the 19th International Conference on Intelligent Computing. 2023: 485-496 Jiayun Wang, Jun Bai, Wenge Rong, Yuanxin Ouyang, Zhang Xiong. Weak Positive Sampling and Soft Smooth Labeling for Distractor Generation Data Augmentation. In: Proceedings of the 19th International Conference on Intelligent Computing. 2023: 756-767 Siyuan Zhang, Yuanxin Ouyang, Zhuang Liu, Weijie He, Wenge Rong, Zhang Xiong. Reinforcement Learning-Based Recommendation with User Reviews on Knowledge Graphs. In: Proceedings of 16th International Conference on Knowledge Science, Engineering and Management. 2023: 148-159 Yun Hou, Yuanxin Ouyang, Zhuang Liu, Fujing Han, Wenge Rong, Zhang Xiong. Multi-level and Multi-interest User Interest Modeling for News Recommendation. In: Proceedings of 16th International Conference on Knowledge Science, Engineering and Management. 2023: 200-212 Zeyu Huang, Xiaofeng Zhang, Jun Bai, Wenge Rong, Yuanxin Ouyang, Zhang Xiong. Solving Math Word Problems Following Logically Consistent Template. In: Proceedings of 2023 International Joint Conference on Neural Networks. 2023: 1-8 Xiaofeng Zhang, Zeyu Huang, Jun Bai, Wenge Rong, Yuanxin Ouyang, Zhang Xiong. Subgraph-Oriented Heterogeneous Drug-Target Interaction Identification. In: Proceedings of 2023 International Joint Conference on Neural Networks. 2023: 1-8 (Travel Grant Award) Jun Bai, Chuantao Yin, Hanhua Hong, Jianfei Zhang, Chen Li, Yanmeng Wang, Wenge Rong. Permutation Invariant Training for Paraphrase Identification. In: Proceedings of 2023 IEEE International Conference on Acoustics, Speech and Signal Processing. 2023: 1-5 Zeyu Huang, Yikang Shen, Xiaofeng Zhang, Jie Zhou, Wenge Rong, Zhang Xiong. Transformer-Patcher: One Mistake Worth One Neuron. In: Proceedings of 11th International Conference on Learning Representations. 2023 Jianfei Zhang, Jun Bai, Chenghua Lin, Yanmeng Wang, Wenge Rong. Improving Variational Autoencoders with Density Gap-based Regularization. In: Proceedings of 36th Annual Conference on Neural Information Processing Systems. 2022: 1-13 Siyuan Zhang, Yuanxin Ouyang, Zhuang Liu, Wenge Rong, Zhang Xiong. Reinforcement Learning-Based Explainable Recommendation Over Knowledge Graphs with Negative Sampling In: Proceedings of 19th IEEE Conference on Ubiquitous Intelligence and Computing. 2022: 1948-1953 Xuyang Jiang, Yuanxin Ouyang, Zhuang Liu, Wenge Rong, Zhang Xiong. MAKT: Multichannel Attention Networks based Knowledge Tracing with Representation Learning. In: Proceedings of 2022 IEEE International Conference on Teaching, Assessment, and Learning for Engineering. 2022: 292-299 Xiaofeng Zhang, Yikang Shen, Zeyu Huang, Jie Zhou, Wenge Rong, Zhang Xiong. Mixture of Attention Heads: Selecting Attention Heads Per Token. In: Proceedings of 2022 Conference on Empirical Methods in Natural Language Processing. 2022: 4150-4162 Guanming Chen, Chuantao Yin, Yuanxin Ouyang, Wenge Rong, Zhang Xiong, Jinsong Cai. A Recommendation Algorithm for University Master Tutors Based on Machine Learning. In: Proceedings of 2022 IEEE Global Engineering Education Conference. 2022: 989-997 Yuanhao Hu, Yuanxin Ouyang, Jun Bai, Chuanrui Wang, Wenge Rong, Zhang Xiong. Asymmetric Neighboring Context Modeling for Knowledge Graph Embedding. In: Proceedings of 15th International Conference on Knowledge Science, Engineering and Management. 2022: 683-695 Chuanrui Wang, Jun Bai, Xiaofeng Zhang, Cen Yan, Yuanxin Ouyang, Wenge Rong, Zhang Xiong. KnowReQA: A Knowledge-aware Retrieval Question Answering System. In: Proceedings of 15th International Conference on Knowledge Science, Engineering and Management. 2022: 709-721 Chen Li, Jun Bai, Chuanrui Wang, Yuanhao Hu, Wenge Rong, Zhang Xiong. Graph and Question Interaction Aware Graph2Seq Model for Knowledge Base Question Generation. In: Proceedings of 2022 International Joint Conference on Neural Networks. 2022: 1-8 Yanmeng Wang, Jun Bai, Ye Wang, Jianfei Zhang, Wenge Rong, Zongcheng Ji, Shaojun Wang, Jing Xiao. Enhancing Dual-Encoders with Question and Answer Cross-Embeddings for Answer Retrieval. In: Findings of 2021 Conference on Empirical Methods in Natural Language Processing. 2021: 2306-2315 Wenge Rong, Junting Zhao, Yuanxin Ouyang, Shanbo Cui, Zhang Xiong. Factor Analysis for the Acceptance of Introductory Courses Among University Students in China. In: Proceedings of 2021 IEEE International Conference on Engineering, Technology and Education. 2021: 412--419 Jiahao Hu, Yuanxin Ouyang, Chen Li, Chuanrui Wang, Wenge Rong, Zhang Xiong. Hierarchical Lexicon Embedding Architecture for Chinese Named Entity Recognition. In: Proceedings of 30th International Conference on Artificial Neural Networks. 2021: 344-356 Lingyao Yan, Chuantao Yin, Hui Chen, Wenge Rong, Zhang Xiong, Bertrand David. Learning Resource Recommendation in E-learning Systems based on Online Learning Style. In: Proceedings of 14th International Conference on Knowledge Science Engineering and Management. 2021: 373-385 Hui Chen, Chuantao Yin, Xin Fan, Lei Qiao, Wenge Rong, Zhang Xiong. Learning Path Recommendation for MOOC Platforms Based on A Knowledge Graph. In: Proceedings of 14th International Conference on Knowledge Science Engineering and Management. 2021: 600-611 Yuanxin Ouyang, Yuchong Zhou, Hongbao Zhang, Wenge Rong, Zhang Xiong. PAKT: A Position-Aware Self-Attentive Approach for Knowledge Tracing. In: Proceedings of 22nd International Conference on Artificial Intelligence in Educationg. 2021: 285-289 Jun Bai, Wenge Rong, Feiyu Xia, Yanmeng Wang, Yuanxin Ouyang, Zhang Xiong. Paragraph Level Multi-Perspective Context Modeling for Question Generation. In: Proceedings of 2021 IEEE International Conference on Acoustics, Speech and Signal Processing. 2021: 7418-7422 Yanmeng Wang, Ye Wang, Xingyu Lou, Wenge Rong, Zhenghong Hao, Shaojun Wang. Improving Dialogue Response Generation via Knowledge Graph Filter. In: Proceedings of 2021 IEEE International Conference on Acoustics, Speech and Signal Processing. 2021: 7423-7427 Shijie Zhou, Wenge Rong, Jianfei Zhang, Yanmeng Wang, Libin Shi, Zhang Xiong. Topic-Aware Dialogue Generation with Top-hop Based Graph Attention. In: Proceedings of 2021 IEEE International Conference on Acoustics, Speech and Signal Processing. 2021: 7428-7432 Wentao Li, Min Gao, Fan Wu, Wenge Rong, Junhao Wen, Lu Qin. Manipulating Black-Box Networks for Centrality Promotion. In: Proceedings of 37th IEEE International Conference on Data Engineering. 2021: 73-84 Keqin Peng, Wenge Rong, Chen Li, Jiahao Hu, Zhang Xiong. Weight Aware Feature Enriched Biomedical Lexical Answer Type Prediction. In: Proceedings of 27th International Conference on Neural Information Processing. 2020: 63-75 Kuan Xu, Chilin Fu, Xiaolu Zhang, Cen Chen, Ya-Lin Zhanga, Wenge Rong, Zujie Wen, Jun Zhou, Xiaolong Li, Yu Qiao. DMSCN: A Novel Perspective for User Intent Prediction in Customer Service Bots. In: Proceedings of 29th ACM International Conference on Information and Knowledge Management. 2020: 2853-2860 Yanmeng Wang, Wenge Rong, Jianfei Zhang, Yuanxin Ouyang, Zhang Xiong. Knowledge Grounded Pre-Trained Model For Dialogue Response Generation. In: Proceedings of 2020 International Joint Conference on Neural Networks. 2020: 1-8 Yanmeng Wang, Wenge Rong, Shijie Zhou, Yuanxin Ouyang and Zhang Xiong. Dynamic Multi-Level Attention Models for Dialogue Response Generation. In: Proceedings of 17th International Conference on Distributed Computing and Artificial Intelligence. 2020: 62-71 Xiaoyan Zhang, Chuantao Yin, Hui Chen, Wenge Rong, Zhang Xiong, Bertrand David. A hierarchical RNN-based Model for Learning Recommendation with Session Intent Detection. In: Proceedings of 11th IEEE Global Engineering Education Conference. 2020: 540-547 Lei Qiao, Chuantao Yin, Hui Chen, Honglu Sun, Wenge Rong, Zhang Xiong. Automated Construction of Course Knowledge Graph Based on China MOOC Platform. In: Proceedings of 2019 IEEE International Conference on Teaching, Assessment, and Learning for Engineering. 2019: 601-607 Xiang Li, Yuanxin Ouyang, Wenge Rong, Zhang Xiong. A Shallow BERT-CNN Model for Sentiment Analysis on MOOCs Comments. In: Proceedings of 2019 IEEE International Conference on Teaching, Assessment, and Learning for Engineering. 2019: 1126-1131 Long Zhang, Wenge Rong, Shanbo Cui, Yuanxin Ouyang, Zhang Xiong. Social Factors Analysis for Understanding MOOCs Usage Among University Students in China. In: Proceedings of 2019 IEEE International Conference on Engineering, Technology and Education. 2019: 254-261 Dali Chen, Wenge Rong, Zhiyuan Ma, Yuanxin Ouyang, Zhang Xiong. Topic Aware Context Modelling for Conversation Response Generation. In: Proceedings of 26th International Conference on Neural Information Processing. 2019: 387-397 Shiyuan Xiao, Yuanxin Ouyang, Wenge Rong, Jianxin Yang, and Zhang Xiong. Similarity Based Auxiliary Classifier for Named Entity Recognition. In: Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing. 2019: 1140-1149 Hanxue Ji, Wenge Rong, Jingshuang Liu, Jianxin Yang, and Zhang Xiong. LSTM Based Semi-supervised Attention Framework for Sentiment Analysis. In: Proceedings of 16th IEEE International Conference on Ubiquitous Intelligence and Computing. 2019: 1170-1177 Shuang Qin, Wenge Rong, Libin Shi, Jianxin Yang, Haodong Yang and Zhang Xiong. Syntax Tree Aware Adversarial Question Rewriting for Answer Selection. In: Proceedings of 2019 International Joint Conference on Neural Networks. 2019: 1-8 Jianxin Yang, Wenge Rong, Libin Shi, Zhang Xiong. Sequential Attention with Keyword Mask Model for Community-based Question Answering. In: Proceedings of 2019 Annual Conference of the North American Chapter of the Association for Computational Linguistics. 2019: 2201-2211 Xishuo Li, Lijun Zhang, Wenge Rong, Baiwen Li, Qi Li. Deep Hybrid Networks Based Response Selection For Multi-Turn Dialogue Systems. In: Proceedings of 44th International Conference on Acoustic, Speech, and Signal Processing. 2019: 7295-7299 Hengrui Liu, Wenge Rong, Libin Shi, Yuanxin Ouyang, Zhang Xiong. Question Rewrite Based Dialogue Response Generation. In: Proceedings of 25th International Conference on Neural Information Processing. 2018: 169-180 Chuan Tian, Wenge Rong, Yuanxin Ouyang, Zhang Xiong. Improving Word Representation with Word Pair Distributional Asymmetry. In: Proceedings of 2018 International Conference on Cyber-Enabled Distributed Computing and Knowledge Discovery. 2018: 72-75 Dongge Tang, Wenge Rong, Libin Shi, Haodong Yang, Zhang Xiong. A Hybrid of Deep Sentence Representation and Local Feature Representation Model for Question Answer Selection. In: Proceedings of 2018 International Conference on Cyber-Enabled Distributed Computing and Knowledge Discovery. 2018: 507-510 Jingfei Han, Wenge Rong, Fang Zhang, Yutao Zhang, Jie Tang, Zhang Xiong. Interactive Area Topics Extraction with Policy Gradient. In: Proceedings of 27th International Conference on Artificial Neural Networks. 2018: 84-93 (Travel Grant Award) Yuanxin Ouyang, Shanbo Cui, Shiyuan Xiao, Yue Qu, Wenge Rong, Zhang Xiong. Teenagers Need to Aware Their Personal Responsibility in Internet Society: Our approach in Information Entrance Course. In: Proceedings of 2018 IEEE Frontiers in Education Conference. 2018: 1-5 Zhengxi Tian, Wenge Rong, Libin Shi, Jingshuang Liu, Zhang Xiong. Attention Aware Bidirectional Gated Recurrent Unit Based Framework for Sentiment Analysis. In: Proceedings of 11th International Conference on Knowledge Science, Engineering and Management. 2018: 67-78 Tao Wang, Yuanxin Ouyang, Wenge Rong, Zhang Xiong. Neural Sentiment Classification with Social Feedback Signals. In: Proceedings of 11th International Conference on Knowledge Science, Engineering and Management. 2018: 79-90 Zhiyuan Ma, Wenge Rong, Yanmeng Wang, Libin Shi, Zhang Xiong. A Hybrid RNN-CNN Encoder for Neural Conversation Model. In: Proceedings of 11th International Conference on Knowledge Science, Engineering and Management. 2018: 159-170 (Best Student Paper) Zherong Zhang, Wenge Rong, Yuanxin Ouyang, Zhang Xiong. Importance-Weighted Distance Aware Stocks Trend Prediction. In: Proceedings of 2nd APWeb-WAIM Joint Conference on Web and Big Data. 2018: 357-365 (Travel Grant Award) Cui Tang, Yuanxin Ouyang, Wenge Rong, Jingshuai Zhang, Zhang Xiong. Time Series Model for Predicting Dropout in Massive Open Online Courses. In: Proceedings of 19th International Conference on Artificial Intelligence in Education. 2018: 353-357 Chuantao Yin, Xin Wang, Wenge Rong, Tianyu Wang, Bertrand David. A System Framework for Sharing Economy. In: Proceedings of 22nd IEEE International Conference on Computer Supported Cooperative Work in Design. 2018: 808-813 Zhen Xu, Nan Jiang, Bingquan Liu, Wenge Rong, Bowen Wu, BaoxunWang, Zhuoran Wang, Xiaolong Wang. LSDSCC: A Large Scale Domain-Specific Conversational Corpus for Response Generation with Diversity Oriented Evaluation Metrics. In: Proceedings of 16th Annual Conference of the North American Chapter of the Association for Computational Linguistics. 2018: 2070-2080 Yang Liu, Wenge Rong, Zhang Xiong. Improved Text Matching by Enhancing Mutual Information. In: Proceedings of 32nd AAAI Conference on Artificial Intelligence. 2018: 5269-5276 (Travel Grant Award) Junliang Yu, Min Gao, Yuqi Song, Qianqi Fang, Wenge Rong, Qingyu Xiong. Integrating User Embedding and Collaborative Filtering for Social Recommendations. In: Proceedings of 13th EAI International Conference on Collaborative Computing: Networking, Applications and Worksharing. 2017: 470-479 Nan Jiang, Wenge Rong, Min Gao, Yikang Shen, Zhang Xiong. Exploration of Tree-based Hierarchical Softmax for Recurrent Language Models. In: Proceedings of 26th International Joint Conference on Artificial Intelligence. 2017: 1951-1957 Siqi Xiang, Wenge Rong, Zhang Xiong, Min Gao, Junhao Wen. Visual and Audio Aware Bi-Modal Video Emotion Recognition. In: Proceedings of 39th Annual Meeting of the Cognitive Science Society. 2017: 3554-3559 (Student Volunteer Grant Award) Yuanxin Ouyang, Cui Tang, Wenge Rong, Long Zhang, Chuantao Yin, Zhang Xiong. Task-technology Fit Aware Expectation-confirmation Model towards Understanding of MOOCs Continued Usage Intention. In: Proceedings of 50th Hawaii International Conference on System Sciences. 2017 Jingshuang Liu, Wenge Rong, Chuan Tian, Min Gao, Zhang Xiong. Attention Aware Semi-supervised Framework for Sentiment Analysis. In: Proceedings of 26th International Conference on Artificial Neural Networks. 2017: 208-215 (Travel Grant Award) Junliang Yu, Min Gao, Wenge Rong, Yuqi Song, Qianqi Fang, Qingyu Xiong. Make Users and Preferred Items Closer: Recommendation via Distance Metric Learning. In: Proceedings of 24th International Conference on Neural Information Processing. 2017: 297-305 Haonan Sun, Wenge Rong, Jiayi Zhang, Qiubin Liang, Zhang Xiong. Stacked Denoising Autoencoder Based Stock Market Trend Prediction via K-Nearest Neighbour Data Selection. In: Proceedings of 24th International Conference on Neural Information Processing. 2017: 882-892 Jiayi Zhang, Wenge Rong, Qiubin Liang, Haonan Sun, Zhang Xiong. Data Augmentation Based Stock Trend Prediction Using Self-organising Map. In: Proceedings of 24th International Conference on Neural Information Processing. 2017: 903-912 Yiming Wang, Wenge Rong, Jingshuang Liu, Jingfei Han, Zhang Xiong. Attention Window Aware Encoder-Decoder Model for Spoken Language Understanding. In: Proceedings of 2017 Pacific-Rim Conference on Multimedia. 2017: 378-387 Xiang Zhang, Wenge Rong, Jingshuang Liu, Chuan Tian and Zhang Xiong. Convolution Neural Network Based Syntactic and Semantic Aware Paraphrase Identification. In: Proceedings of 2017 International Joint Conference on Neural Networks. 2017: 2158-2163 Qiubin Liang, Wenge Rong, Jiayi Zhang, Jingshuang Liu Zhang Xiong. Restricted Boltzmann Machine Based Stock Market Trend Prediction. In: Proceedings of 2017 International Joint Conference on Neural Networks. 2017: 1380-1387 Wentao Li, Min Gao, Wenge Rong, Junhao Wen, Qingyu Xiong, Ruixi Jia Tong Dou. Social Recommendation Using Euclidean Embedding. In: Proceedings of 2017 International Joint Conference on Neural Networks. 2017: 589-595 Yikang Shen, Wenge Rong, Nan Jiang, Baolin Peng, Jie Tang, Zhang Xiong. Word Embedding based Correlation Model for Question/Answer Matching. In: Proceedings of 31st AAAI Conference on Artificial Intelligence. 2017: 3511-3117 Junliang Yu, Min Gao, Yuqi Song, Zehua Zhao, Wenge Rong, Qingyu Xiong. Connecting Factorization and Distance Metric Learning for Social Recommendations. In: Proceedings of 10th International Conference on Knowledge Science, Engineering and Management. 2017: 389-396 Moyuan Huang, Wenge Rong, Tom Arjannikov, Nan Jiang, Zhang Xiong. Bi-Modal Deep Boltzmann Machine Based Musical Emotion Classification. In: Proceedings of 25th International Conference on Artificial Neural Networks. 2016: 199-207 (Travel Grant Award) Xiang Li, Min Gao, Wenge Rong, Qingyu Xiong, Junhao Wen. Shilling Attacks Analysis in Collaborative Filtering Based Web Service Recommendation Systems. In: Proceedings of 2016 IEEE International Conference on Web Services 2016: 538-545 Siqi Xiang, Wenge Rong, Yikang Shen, Yuanxin Ouyang, Zhang Xiong. Multidimensional scaling based knowledge provision for new questions in community Question Answering systems. In: Proceedings of 2016 International Joint Conference on Neural Networks. 2016: 115-122 Yazhi Gao, Wenge Rong, Yikang Shen, Zhang Xiong. Convolutional Neural Network based sentiment analysis using Adaboost combination. In: Proceedings of 2016 International Joint Conference on Neural Networks. 2016: 1333-1338 Rui Liu, Yuanxin Ouyang, Wenge Rong, Xin Song, Cui Tang, Zhang Xiong. Rating Prediction Based Job Recommendation Service for College Students. In: Proceedings of 16th International Conference on Computational Science and Its Applications. 2016: 453-467 Rui Liu, Yuanxin Ouyang, Wenge Rong, Xin Song, Weizhu Xie, Zhang Xiong. Employer Oriented Recruitment Recommender Service for University Students. In: Proceedings of 12th International Conference on Intelligent Computing Methodologies, (3) 2016: 811-823 Weizhu Xie, Yuanxin Ouyang, Jingshuai Zhang, Wenge Rong, Zhang Xiong. User Occupation Aware Conditional Restricted Boltzmann Machine Based Recommendation. In: Proceedings of 2016 IEEE Conference on Cyber, Physical and Social Computing. 2016: 454-461 Yuanxin Ouyang, Jingshuai Zhang, Weizhu Xie, Wenge Rong, Zhang Xiong. Implicit and Explicit Trust in Collaborative Filtering. In: Proceedings of 9th International Conference on Knowledge Science, Engineering and Management. 2016: 489-500 Wentao Li, Min Gao, Wenge Rong, Junhao Wen, Qingyu Xiong, Bin Ling. LSSL-SSD: Social Spammer Detection with Laplacian Score and Semi-supervised Learning. In: Proceedings of 9th International Conference on Knowledge Science, Engineering and Management. 2016: 439-450 Yikang Shen, Wenge Rong, Zhiwei Sun, Yuanxin Ouyang, Zhang Xiong. Question/Answer Matching for CQA system via Combining Lexical and Sequential Information. In: Proceedings of 29th AAAI Conference on Artificial Intelligence. 2015: 275-281 Nan Jiang, Wenge Rong, Baolin Peng, Yifan Nie, Zhang Xiong. An Empirical Analysis of Different Sparse Penalties for Autoencoder in Unsupervised Feature Learning. In: Proceedings of 2015 International Joint Conference on Neural Networks. 2015: 1-8 (Travel Grant Award) Jiawei Li, Wenge Rong, Chuantao Yin, Zhang Xiong. Dependency Aware Business Process Analysis for Service Identification. In: Proceedings of 9th Asia-Pacific Services Computing Conference. 2015: 137-152 Yue Qu, Wenge Rong, Yuanxin Ouyang, Hui Chen, Zhang Xiong. Social Aware Mobile Payment Service Popularity Analysis: The Case of WeChat Payment in China. In: Proceedings of 9th Asia-Pacific Services Computing Conference. 2015: 289-299 Xiaomeng Liu, Yuanxin Ouyang, Wenge Rong, Zhang Xiong. Item Category Aware Conditional Restricted Boltzmann Machine Based Recommendation. In: Proceedings of 22nd International Conference on Neural Information Processing. 2015: 609-616 Yaoyao Zheng, Yuanxin Ouyang, Wenge Rong, Zhang Xiong. Multi-faceted Distrust Aware Recommendation. In: Proceedings of 8th International Conference on Knowledge Science, Engineering and Management. 2015: 435-446 Yue Qu, Wenge Rong, Yuanxin Ouyang, Hui Chen, Zhang Xiong. Principal Component Analysis Aware BP Neural Network for Personal Information Prediction in Internet Based Services. In: Proceedings of 2015 IEEE International Conference on Smart City/SocialCom/SustainCom. 2015: 236-241 Zhiwei Sun, Wenge Rong, Yikang Shen, Yuanxin Ouyang, Zhang Xiong. Influencing Factors Analysis of People's Answering Behaviours on Social Network Based Questions. In: Proceedings of 11th IEEE International Conference on Ubiquitous Intelligence and Computing. 2014, 196-203 Wenge Rong, Ting Li, Yuanxin Ouyang, Hao Sheng, Zhang Xiong. Process Oriented Dependency Modelling for Service Identification. In: Proceedings of 2014 IFIP WG8.1 Working Conference on Informatics and Semiotics in Organizations, 2014: 166-175 Baolin Peng, Wenge Rong, Yuanxin Ouyang, Chao Li, Zhang Xiong. Learning Joint Representation for Community Question Answering with Tri-modal DBM. In: Proceedings of 2014 ACM International Conference on World Wide Web, 2014: 355-356 Yuanxin Ouyang, Wenqi Liu, Wenge Rong, Zhang Xiong. Autoencoder-Based Collaborative Filtering. In: Proceedings of 21st International Conference on Neural Information Processing, 2014: 284-291 Yifan Nie, Wenge Rong, Yikang Shen, Chao Li, Zhang Xiong. Choosing the Best Auto-Encoder-Based Bagging Classifier: An Empirical Study. In: Proceedings of 21st International Conference on Neural Information Processing, 2014: 413-420 Wenge Rong, Qinfen Wu, Yuanxin Ouyang, Kecheng Liu, Zhang Xiong: Prioritised Stakeholder Analysis for Software Service Lifecycle Management. In: Proceedings of 2013 IEEE International Conference on Web Services, 2013: 356-363 Wenge Rong, Baolin Peng, Yuanxin Ouyang, Zhang Xiong, Semi-supervised Dual Recurrent Neural Network for Sentiment Analysis. In: Proceedings of 11th IEEE Conference on Pervasive Intelligence and Computing, 2013: 438-445 Wenge Rong, Rifan Li, Hao Sheng, Yuanxin Ouyang, Zhang Xiong. Combination of DM and OBDA for Ontology Generation from Relational Database. In: Proceedings of 11th IEEE Conference on Pervasive Intelligence and Computing, 2013: 386-393 Chuantao Yin, Bingxue Zhang, Wenge Rong, Bertrand David, Zhang Xiong. Mobile Learning for Professional Situations in Smart City. In: Proceedings of 2013 IET International Conference on Smart and Sustainable City, 2013: 401-406 Wenge Rong, Kecheng Liu. A Survey of Context Aware Web Service Discovery: From User's Perspective. In: Proceedings of 5th IEEE International Symposium on Service-Oriented System Engineering 2010: 15-22 Wenge Rong, Kecheng Liu, Lin Liang. Personalized Web Service Ranking via User Group Combining Association Rule. In: Proceedings of 2009 IEEE International Conference on Web Services. 2009: 445-452 Kecheng Liu, Lily Sun, Wenge Rong. Semiotic Modelling for Complex Enterprise Systems. In: Proceedings of 11th International Conference on Informatics and Semiotics in Organizations. 2009: 209-309 Wenge Rong, Kecheng Liu, Lin Liang. Towards Personalized Ranking in Web Service Selection. In: Proceedings of 2008 IEEE International Conference on e-Business Engineering. 2008: 165-172 Wenge Rong, Kecheng Liu, Lin Liang. Association Rule Based Context Modeling for Web Service Discovery. In: Proceedings of 5th IEEE International Conference on Enterprise Computing, E-Commerce and E-Services. 2008: 299-304 Lin Liang, Wenge Rong, Kecheng Liu. Intelligent Agents for Pragmatic Web Services. In: Proceedings of 6th International Conference on Advanced Language Processing and Web Information Technology. 2007: 530-536 Wenge Rong, Lin Liang, Kecheng Liu. Pragmatic Agent Based QoS Aware Web Services Composition. In: Proceedings of 3rd International Conference on Semantics, Knowledge and Grid. 2007: 507-510 Wenge Rong, Kecheng Liu. A Multi-agent Architecture for CSCW Systems: From Organizational Semiotics Perspective. In: Proceedings of 9th Pacific Rim International Workshop on Multi-Agents. 2006: 766-772

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