人物簡介
楊燕，女，工學博士，教授，博導，信息科學與技術學院副院長，云計算與智能技術四川省高校重點實驗室副主任。四川省學術和技術帶頭人，國家級特色專業(yè)“計算機科學與技術”負責人，加拿大滑鐵盧大學訪問學者。
近年來主持承擔科技項目10余項，主持國家自然科學基金面上項目3項、國際（地區(qū)）合作與交流項目1項，國家科技支撐計劃課題項目1項，四川省科技支撐計劃項目1項，國家重點實驗室研究課題1項，主研國家自然科學基金重點項目等。
在國內外學術刊物和國際會議上發(fā)表研究論文180余篇，主編國際期刊專輯和國際會議論文集各1部，申請/獲得授權發(fā)明專利10余項。并應邀到國際會議或國內會議做特邀報告10余次，擔任多個國際會議的大會主席、程序委員會主席、組織委員會主席或程序委員會委員，擔任國際期刊《Big Data Mining and Analytics》編委。曾擔任國家自然科學獎、科學技術進步獎和技術發(fā)明獎的會評專家。
先后主講數(shù)據(jù)結構、操作系統(tǒng)、操作系統(tǒng)分析與設計、計算機學科前沿導論、模式識別、神經(jīng)網(wǎng)絡及應用等本科或研究生課程，省級精品課程“操作系統(tǒng)”負責人，發(fā)表教改論文10余篇，主編教材2本，多次獲得四川省優(yōu)秀教學成果二、三等獎，校優(yōu)秀教學成果一等獎。
教學課程
1.模式識別（研究生課程，英語教學，春季）；
2.智能信息處理與數(shù)據(jù)挖掘（工程碩士課程，秋季）；
3.操作系統(tǒng)（本科課程，雙語教學，秋季）；
4.操作系統(tǒng)的分析和設計（本科課程，秋季）；
5.計算機科學學科前沿講座（秋季本科課程）；
6.計算機科學導論與前沿（新生研討會，秋季）。
研究項目
2020-2023 國家自然科學基金項目，基于多視圖融合的序列數(shù)據(jù)深度學習模型研究，領導者和主要研究者；
2016-2019 國家自然科學基金項目，多視半監(jiān)督聚類集合方法與應用研究，領導與主要研究人員；
2015-2017 國家科技支撐計劃項目，科技業(yè)務云服務平臺開發(fā)與應用示范，領導與主要研究員；
2012-2015 國家自然科學基金項目，基于半監(jiān)督學習的聚類集成機制和有效算法研究，負責人和主要研究人員；
2013-2013 國家自然科學基金國際合作交流項目，2013國際生物識別與安全技術研討會（ISBAST2013），領導與主要研究員；
2012-2016 國家自然科學基金重點項目，基于監(jiān)測數(shù)據(jù)的高速列車運行安全狀態(tài)評估關鍵問題研究，主要研究人員；
2012-2012 國家自然科學基金項目，基于人機構建智能平臺的語義搜索引擎，主要研究員；
2012-2015 國家自然科學基金項目，基于群體智能出現(xiàn)的西藏網(wǎng)絡輿論分析與預警機制研究，研究員；
2014-2016 四川省科技支撐計劃，甲狀腺腫瘤超聲圖像和超聲造影的特征選擇和半監(jiān)督聚類集成學習研究，領導和主要研究者；
2012-2014 西南交通大學牽引動力國家重點實驗室研究經(jīng)費項目，基于云計算的高速鐵路海量數(shù)據(jù)處理關鍵技術研究，領導及主要研究人員；
2009-2012 國家重點技術研發(fā)項目，乘坐舒適性共性基礎技術研究 - 極端條件下乘客心理狀態(tài)評估與策略研究，主要研究人員；
2011-2012 鐵道部研發(fā)項目，高速鐵路軌道狀態(tài)預測分析與診斷技術，主要研究人員。
出版物
書籍
JingTao Yao, Yan Yang, Slowinski Roman, Greco Salvatore, Huaxiong Li, Mitra Sushmita, Polkowski Lech, Rough Sets and Current Trends in Computing, Springer, ISBN 978-3-642-32114-6, 2012, 8
精選論文
2019年
1. Hao Wang, Linlin Zong, Bing Liu, Yan Yang, Wei Zhou, Spectral Perturbation Meets Incomplete Multi-view Data, Proceedings of the 28th International Joint Conference on Artificial Intelligence (IJCAI2019), pp 3677-3683, 2019 (CCF A類會議)
2. Hao Wang, Yan Yang, Bing Liu, GMC: Graph-based Multi-view Clustering, IEEE Transactions on Knowledge and Data Engineering, 2019, DOI: 10.1109/TKDE.2019.2903810 (SCI二區(qū), EI, CCF A類期刊)
3. Hao Wang, Yan Yang, Bing Liu, Hamido Fujita, A Study of Graph-based System for Multi-view Clustering, Knowledge-Based Systems, 163: 1009u20131019, 2019 (SCI二區(qū), EI, CCF C類期刊)
4. Yiling Zhang, Yan Yang, Tianrui Li, Hamido Fujita, A multitask multiview clustering algorithm in heterogeneous situations based on LLE and LE, Knowledge-Based Systems, 163: 776-786, 2019 (SCI二區(qū), EI, CCF C類期刊)
5. Wenting Ye, Hongjun Wang, Shan Yan, Tianrui Li, Yan Yang, Nonnegative matrix factorization for clustering ensemble based on dark knowledge, Knowledge-Based Systems, 163: 624-631, 2019 (SCI二區(qū), EI, CCF C類期刊)
6. Hao Wang, Yan Yang, Xiaobo Zhang, Bo Peng, Parallel multi-view concept clustering in distributed computing, Neural Computing and Applications, 2019, DOI: 10.1007/s00521-019-04243-4 (SCI三區(qū), EI, CCF C類期刊)
7. Vinath Mekthanavanh, Tianrui Li, Hua Meng, Yan Yang, Jie Hu, Social Web Video Clustering Based on Multi-View Clustering via Nonnegative Matrix Factorization, International Journal of Machine Learning and Cybernetics, 2019, DOI: 10.1007/s13042-018-00902-5 (SCI三區(qū), EI)
8. Qi Rao, Yan Yang, Yongquan Jiang, Condition Recognition of High Speed Train Bogie Based on Multi-view Kernel FCM, Big data mining and analytics, 2(1): 1-11, 2019
9. Hao Wang, Bing Liu, Chaozhuo Li, Yan Yang, Tianrui Li, Learning with Noisy Labels for Sentence-level Sentiment Classification, Proceedings of 2019 Conference on Empirical Methods in Natural Language Processing (EMNLP 2019) , accept (CCF B類會議)
10. Wei Zhou, Hao Wang, Yan Yang, Consensus Graph Learning for Incomplete Multi-view Clustering, Proceedings of the Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD2019), pp 529-540 (EI, CCF C類會議)
11. Xiaobo Zhang, Yan Yang, Tianrui Li, Hao Wang, Ziqing He, Discovering Senile Dementia from brain MRI using Ra-DenseNet, Proceedings of the Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD2019), pp 449-460 (EI, CCF C類會議)
12. Licheng Shen, Yan Yang, SE-GAN: A Swap Ensemble GAN Framework, Proceedings of International Joint Conference on Neural Networks (IJCNN2019), N-20411 (EI, CCF C類會議)
13. Shengdong Du, Tianrui Li, Yan Yang, Xun Gong, Shi-Jinn Horng, An LSTM based Encoder-Decoder Model for Multi-Step Traffic Flow Prediction, Proceedings of International Joint Conference on Neural Networks (IJCNN2019), N-19005 (EI, CCF C類會議)
2018年
14. Yan Yang, Fei Teng, Tianrui Li, Hao Wang, Hongjun Wang, Qi Zhang, Parallel Semi-Supervised Multi-Ant Colonies Clustering Ensemble Based on MapReduce Methodology, IEEE Trans. Cloud Computing 6(3): 857-867, 2018 (SCI一區(qū), EI)
15. Yan Yang, Hao Wang, Multi-view Clustering: A Survey, Big data mining and analytics, 1(2): 83-107, 2018
16. Yan Yang, Preface, ACM International Conference Proceeding Series, p VII, 2018 the 2nd International Conference on Advances in Image Processing (ICAIP2018), ISBN-13: 9781450364607 (EI)
17. Chao Guo, Yan Yang, Yongquan Jiang, Tianrui Li, Condition analysis of high-speed train based on similarity ratio and MDBN, Computing in Science and Engineering, 2018 (SCI四區(qū), EI)
18. Chaogan Ren, Yan Yang, Zhen Jia, Huijia Tang, Xiuying Yu, Attention Mechanism Based Question Entity Linking, Pattern Recognition and Artificial Intelligence, 31(12): 1127-1133, 2018 (in Chinese)
19. Xiaojing Chang, Yan Yang, Hongjun Wang, Multi-view Construction for Clustering Based on Feature set Partitioning, Proceedings of International Joint Conference on Neural Networks (IJCNN2018), pp.2319-2326, 2018 (EI, CCF C類會議)
20. Dongjie Wang, Yan Yang, Shangming Ning, DeepSTCL: A Deep Spatiotemporal ConvLSTM for Travel Demand Prediction, Proceedings of International Joint Conference on Neural Networks (IJCNN2018), pp.2897-2904, 2018 (EI, CCF C類會議)
21. Fangjuan Zhang, Yan Yang, Precise Stipend of Undergraduates Based on Multi-view and Classification Ensemble, Proceedings of ACM Turing Celebration Conference-China, pp.117-118, 2018 (EI)
22. Jing Li, Tianming Huang, Shangyun Chen, Yan Yang, Optimization Based on Taxi Carpooling Preferences and Pricing, Proceedings of 14th International Conference on Natural Computation, Fuzzy Systems and Knowledge Discovery (ICNC-FSKD2018), pp 108-112, 2018 (EI)
23. Vinath Mekthanavanh, Tianrui Li, Jie Hu, Yan Yang, Web Video Clustering Based on Emotion Category, Proceedings of 2018 International Conference on Big Data Engineering and Technology (BDET2018), pp 87-91, 2018 (EI)
2017年
24. Jie Hu, Tianrui Li, Chuan Luo, Hamido Fujita, Yan Yang, Incremental fuzzy cluster ensemble learning based on rough set theory. Knowledge-Based Systems, 132: 144-155, 2017 (SCI二區(qū), EI, CCF C類期刊)
25. Shengdong Du, Tianri Li, Xun Gong, Yan Yang, Shi-Jinn Horng, Traffic Flow Forecasting Based on Hybrid Deep Learning Framework, Proceedings of 12th International Conference on Intelligent Systems and Knowledge Engineering, 2017 (EI)
26. Peirui Zhang, Yan Yang, Bo Peng, Mengjiao He, Multi-view Clustering Algorithm Based on Variable Weight and MKL, Proceedings of International Joint Conference on Rough Sets (IJCRS2017), LNAI10313, pp 599-610, 2017 (EI)
27. Yingge Xu, Yan Yang, Hongjun Wang, Jie Hu, An Overlapping Clustering Approach with Distinct Overlapped Weight, Proceedings of International Joint Conference on Rough Sets (IJCRS2017), LNAI10313, pp 611u2013619, 2017 (EI)
28. Fei Teng, Rong Tang, Yan Yang, Hongjie Wang, Rongjie Dai, Temporal Prediction Model for Social Information Propagation, Proceedings of International Joint Conference on Rough Sets (IJCRS2017), LNAI10313, pp 465-476, 2017 (EI)
29. Hao Wang, Yan Yang, Bo Peng, Qin Chen, A Thyroid Nodule Classification Method Based on TI-RADS, Proceedings of 9th International Conference on Image Processing (ICDIP2017), pp 1042041-1-1042041-5, 2017 (EI)
2016年
30. Shudong Huang, Hongjun Wang, Tao Li, Yan Yang, Tianrui Li, Constraint Co-projections for Semi-supervised Co-clustering, IEEE Transactions on Cybernetics, 46(12): 3047-3058, 2016 (SCI一區(qū), EI, CCF B類期刊)
31. Wenchao Xiao, Yan Yang, Hongjun Wang, Tianrui Li, Huanlai Xing, Semi-supervised Hierarchical Clustering Ensemble and Its Application, Neurocomputing, 173(3): 1362-1376, 2016 (SCI二區(qū), EI, CCF C類期刊)
32. Bo Peng, Xingzheng Wang, Yan Yang, Region based exemplar references for image segmentation evaluation, IEEE Signal processing letters, 23(4):459-462, 2016 (SCI三區(qū), EI, CCF C類期刊)
33. Zhaoyuan Wang, Huanlai Xing, Tianrui Li, Yan Yang, Rong Qu, Yi Pan, A Modified Ant Colony Optimization Algorithm for Network Coding Resource Minimization, IEEE Transaction on Evolutionary Computation, 20(3): 325-342, 2016 (SCI一區(qū), EI, CCF B類期刊)
34. Hao Wang, Yan Yang, Tianrui Li, Multi-View Clustering via Concept Factorization with Local Manifold Regularization, Proceedings of IEEE International Conference on Data Mining (ICDM2016), pp 1245-1250, 2016 (EI, CCF B類會議)
35. Chao Guo, Yan Yang, Hong Pan, Tianrui Li, Weidong Jin, Fault Analysis of High Speed Train with DBN Hierarchical Ensemble, Proceedings of International Joint Conference on Neural Networks (IJCNN2016), pp 2552-2559, 2016 (EI, CCF C類會議)
36. Waleed M. H, Bo Peng, Yan Yang, Qin Chen, An Interactive segmentation algorithm for Thyroid Nodules in Ultrasound images, Proceedings of 12th International Conference on Intelligent Computing Methodologies (ICIC2016), LNCS9773, pp 107-115, 2016 (EI)
37. Mengjiao He, Yan Yang, Hongjun Wang, Learning Latent Features for Multi-view clustering based on NMF, Proceedings of International Joint Conference (IJCRS2016), LNAI9920, pp 459-469, 2016 (EI)
38. Zhonglin Ye, Yan Yang, Zhen Jia, Hongfeng Yin, Character Relation Extraction Based on the Combination of Multi-view Ensemble and Multi-classifier Ensemble, Proceedings of 2nd IEEE International Conference on Computer and Communications (ICCC2016), pp 629-632, 2016 (EI)
2015年
39. Amjad Mahmood, Tianrui Li, Yan Yang, Hongjun Wang, Mehtab Afzal, Semi-Supervised Evolutionary Ensembles for Web Video Categorization, Knowledge-Based Systems, 76: 53-66, 2015 (SCI二區(qū), EI, CCF C類期刊)
40. Shudong Huang, Hongjun Wang, Dengcheng Li, Yan Yang, Tianrui Li, Spectral Co-clustering Ensemble, Knowledge-Based Systems, 84: pp 46-55, 2015 (SCI二區(qū), EI, CCF C類期刊)
41. Jipeng Xie, Yan Yang, Hao Wang, Tianrui Li, Weidong Jin, Fault Diagnosis in High-speed Train Running Gears with improved Deep Belief Networks, Journal of Computational Information Systems, 11(24): 7723-7730, 2015
42. Xiaolong Meng, Yan Yang, Hongjun Wang, Fuzzy spectral partition ensemble based on occasion, Proceedings of 10th International Conference on Intelligent Systems and Knowledge Engineering (ISKE2015), pp 40-45, 2015 (EI)
43. Wenchao Xiao, Yan Yang, Huanlai Xing, Xiaolong Meng, Clustering Algorithm Based on Fruit Fly Optimization, Proceedings of 10th International Conference on Rough Sets and Knowledge Technology (RSKT2015), pp 408-419, 2015 (EI)
44. Jinwei Yuan, Yan Yang, Zhen Jia, Hongfeng Yin, Junfu Huang, Jie Zhu, Entity Recognition and Linking in Chinese Search Queries, Proceedings of 4th CCF Conference on Natural Language Processing and Chinese Computing, pp 507-519, 2015 (EI)
45. Zhonglin Ye, Zheng Jia, Yan Yang, Junfu Huang, Hongfeng Yin, Research on Open Domain Question Answering System, Proceedings of 4th CCF Conference on Natural Language Processing and Chinese Computing, pp 527-540, 2015 (EI)
2014年
46. Muhammad Zia-ur Rehman, Tianrui Li, Yan Yang, Hongjun Wang, Hyper-ellipsoidal clustering technique for evolving data stream, Knowledge-Based Systems, 70: 3-14, 2014 (SCI二區(qū), EI, CCF C類期刊)
47. Hongjun Wang, Tao Li, Tianrui Li, Yan Yang, Constraint Neighborhood Projections for Semi-supervised Clustering, IEEE Transactions on Cybernetics, 44(5): 636-643, 2014 (SCI一區(qū), EI, CCF B類期刊)
48. Hongjun Wang, Yinghui Zhang, Ruihua Nie, Yan Yang, Bo Peng, Tianrui Li, Bayesian image segmentation fusion, Knowledge-Based Systems, 71: 162-168, 2014 (SCI二區(qū), EI, CCF C類期刊)
49. Yan Yang, Chenfei Feng, Zhen Jia, Hongjun Wang, A Link-Based Fuzzy Clustering Ensemble, Journal of University of Electronic Science and Technology of China, 43(6): 887-892, 2014 (EI) (in Chinese)
50. Zhen Jia, Yan Yang, Dake He, Attribute Extraction of Chinese Online Encyclopedia Based on Weakly Supervised Learning, Journal of University of Electronic Science and Technology of China, 43(5): 758-763, 2014 (EI) (in Chinese)
51. Yan Yang, Xuyao Lu, Dai Qi, Hongjun Wang, Prediction Analysis of the Railway Track State Based on PCA-RBF Neural Network, Foundations and Applications of Intelligent Systems in Advances in Intelligent Systems and Computing Volume 213, pp 99-109, 2014 (EI)
52. Wenchao Xiao, Yan Yang, Hongjun Wang, Yingge Xu, Clustering Ensemble and Application in HST Dataset, Proceedings of IEEE International Conference on Data Mining Workshop (ICDMW2014), pp 213-220, 2014 (EI)
53. Jipeng Xie, Yan Yang, Tianrui Li, Weidong Jin, Learning Features from High Speed Train Vibration Signals with Deep Belief Networks, Proceedings of International Joint Conference on Neural Networks (IJCNN2014), pp 2205-2210, 2014 (EI, CCF C類會議)
2005-2013年
54. Yan Yang, Tonny Rutayisire, Chao Lin, Tianrui Li, Fei Teng, An Improved Cop-Kmeans Clustering for Solving Constraint Violation Based on MapReduce Framework, Fundamenta Informaticae, 126(4): 301-318, 2013 (SCI, CCF C類期刊)
55. Jingjing Zhao, Yan Yang, Tianrui Li, Weidong Jin, Application of Empirical Mode Decomposition and Fuzzy Entropy to High-speed Rail Fault Diagnosis, Proceedings of 8th International Conference on Intelligent Systems and Knowledge Engineering, pp 93-103, 2013 (EI)
56. Dahai Chen, Yan Yang, Hongjun Wang, et al. Convergence Analysis of Semi-supervised Clustering Ensemble, Proceedings of 3rd IEEE International Conference on Information Science and Technology, pp 783-788, 2013 (EI)
57. Xuyao Lu, Yan Yang, Hongjun Wang, Selective Clustering Ensemble Based on Covariance, Proceedings of 11th International Conference on Multiple Classifier Systems, LNCS7872, pp 179u2013189, 2013 (EI)
58. Haishen Wang, Yan Yang, Hongjun Wang, Dahai Chen, Soft-Voting Clustering Ensemble, Proceedings of 11th International Conference on Multiple Classifier Systems, LNCS7872, pp 307u2013318, 2013 (EI)
59. Amjad Mahmood, Tianrui Li, Yan Yang, et al. Semi-Supervised Cluster Ensemble for Web Video Categorization, Proceedings of 11th International Conference on Multiple Classifier Systems, LNCS7872, pp 190u2013200, 2013 (EI)
60. Amjad Mahmood, Tianrui Li, Yan Yang, et al., Semi-Supervised Clustering Ensemble Evolved by Genetic Algorithm for Web Video Categorization, Proceedings of 9th International Conference on Advanced Data Mining and Applications, Part II, LNAI 8347, pp. 1u201312, 2013 (EI)
61. Yan Yang, Wei, Tan Tianrui Li, et al. Consensus Clustering Based on Constrained Self-Organizing Map and Improved Cop-Kmeans Ensemble in Intelligent Decision Support Systems, Knowledge-Based Systems, 32: 101-115, 2012 (SCI二區(qū), EI, CCF C類期刊)
62. Yan Yang, Hongjun Wang, et al. Semi-supervised clustering ensemble based on multi-ant colonies algorithm, LNAI7414, pp 302-309, 2012 (EI)
63. Yan Yang, Xianhua Ni, Hongjun Wang, et al. Parallel Implementation of Ant-based Clustering Algorithm Based on Hadoop, Proceedings of 3rd International Conference on Swarm Intelligence, pp 190-197, 2012 (EI)
64. Feifei Huang, Yan Yang, et al. Semi-supervised hierarchical co-clustering, Proceedings of 7th International Conference on Rough Sets and Knowledge Technology, LNAI7414, pp 310-319, 2012 (EI)
65. Jinyuan Zhang, Yan Yang, Hongjun Wang, et al. Semi-supervised clustering ensemble based on collaborative training, Proceedings of 7th International Conference on Rough Sets and Knowledge Technology, LNAI7414, pp 450-455, 2012 (EI)
66. Xianhua Ni, Yan Yang, tonny Rutayisire, Hongjun Wang, A Hybrid Approach to Selecting Informative Constraints for Semi-Supervised Clustering, Proceedings of 10th International FLINS Conference, pp 833-838, 2012 (EI)
67. Yan Yang, Mohamed Kamel, An Aggregated Clustering Approach Using Multi-Ant Colonies Algorithms, Pattern Recognition, 39(7): 1278-1289, 2006 (SCI二區(qū), EI, CCF B類期刊)
68. Yan Yang, Mohamed Kamel, Fan Jin, Topic Discovery from Document using Ant-based Clustering Combination, Proceedings of 7th Asia-Pacific Web Conference on Web Technologies Research and Development (APWeb2005), LNCS3399, pp100-108, 2005 (SCI, EI, CCF C類會議)
榮譽職務
信息科學與技術學院副院長，云計算與智能技術四川省高校重點實驗室副主任。四川省學術和技術帶頭人，國家級特色專業(yè)“計算機科學與技術”負責人，加拿大滑鐵盧大學訪問學者。
擔任ACM成都分部副主席，是中國計算機學會杰出會員，中國人工智能學會高級會員，IEEE、ACM、ACM SIGKDD會員，CCF教育工委委員、CCF人工智能與模式識別專委會委員、CCF理論計算機科學專委會委員，CCF大數(shù)據(jù)專委會委員、CAAI機器學習專委會委員、CAAI粒計算與知識發(fā)現(xiàn)專委會委員，四川省計算機學會副理事長，四川省電子學會大數(shù)據(jù)產(chǎn)學研委員會副主任、四川省人工智能聯(lián)盟常務理事。
