PI, Ministry of Industry and Information Technology – Public
service platform of Industrial Technology Project (Sub-project:
Artificial Intelligence),2020-2022
PI, Ministry of Industry and Information Technology – Industrial
Internet Innovation development Project (Sub-project: Reference Model),
2018-2020
PI, Ministry of Industry and Information Technology – Industrial
Internet Innovation development Project (Sub-project: Emergency
Response), 2018-2020
PI, The National Key Research and Development Program of China (SubTask: Standardization), 2017-2020
PI, The National Key Research and Development Program of China (SubTask: Temporal Summarization), 2017-2020
PI, The National Natural Science Foundation of China (No. 61671030), 2017-2021
PI, The BJUT International Cooperation Foundation, 2016-2017
PI, The National Standardization Foundation, 2015-2016
PI, The Beijing Excellent Talent Development Foundation, 2013-2015
PI, The Importation and Development of High Caliber Talents
Project of Beijing Municipal Institutions (No. CIT&TCD201404052),
2013-2015
Co-PI, The National Information Security 242 Project of China (No. 2014A104), 2014-2015
PI, The Open Research Fund of Beijing Key Laboratory of Trusted Computing, 2014-2015
PI, The National Soft Science Program of China (No. 2010GXQ5D317), 2011-2012
PI, The National Natural Science Foundation of China (No. 61001178), 2011-2014
PI, The Scientific Research Common Program of Beijing Municipal Commission of Education (No. KM201210005024), 2011-2014
PI, The Beijing Natural Science Foundation (No. 4102012), 2010-2013
Selected Papers
Research Highlight
[2021] Yu H, Hu Q, Yang Z*, Liu H. Efficient Continuous Big Data Integrity Checking for Decentralized Storage. IEEE Transactions on Network Science and Engineering [Early Access] (5-year Impact factor: 5.213)
[2021] Chen Y, Martínez J, López L, Yu H, Yang Z*. A dynamic membership group-based multiple-data aggregation scheme for smart grid. IEEE Internet of Things Journal [Early Access] (5-year Impact factor: 11.705)
[2020] Yang Z*, Yao Y, Tu S. Exploiting Sparse Topics Mining for Temporal Event Summarization. 2020 IEEE 5th International Conference on Image, Vision and Computing (ICIVC). IEEE, 2020: 322-331. Best Paper
[2020] Ma Z*, Lu X, Xie J, Yang Z*, Xue Jao, Tan Z, Xiao B, Guo J. On the Comparisons of Decorrelation Approaches for Non-Gaussian Neutral Vector Variables, IEEE Transactions on Neural Networks and Learning Systems. [Early Access] (5-year Impact factor: 8.823)
[2019] Yang Z*, Yu H, Tang J, Liu H. Toward Keyword Extraction in Constrained Information Retrieval in Vehicle Social Network. IEEE Transactions on Vehicular Technology, 2019, 68(5): 4285-4294. (5-year Impact factor: 5.119)
[2018] Yang Z*, Tang J, Liu H. Cloud Information Retrieval: Model Description and Scheme Design. IEEE Access, 2018, 6: 15420-15430.
[2015] Yang Z*, Issac J, Hu X, Liu H. “Finding the Right Social Media Site for Questions.” 2015 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM’15), August 25-28, 2015, Paris, France, 639-644. (A demo Q&A system ‘Social Answer’ was demonstrated in ICDM’15)
[2013] Yang Z*, Lei J, Fan K, Lai Y. “Keyword Extraction by Entropy Difference Between the Intrinsic and Extrinsic Mode.” Physica A: Statistical Mechanics and its Applications 392(19): 4523-4531. [paper, Code]
Editor of Proceeding
Yung M, Zhang J, Yang Z (Eds.). Trusted Systems-7th International Conference, INTRUST 2015, Beijing, China, December 7-8, 2015. INTRUST 2015, LNCS 9565, 2016
Standards
Yang Z (Editor), Li T (Co-Editor), Karl Waedt, Lin Yanghuichen. Information technology- Security techniques-Security reference model for industrial internet platfrom. ISO/IEC 24392, 3rd WD.
[2021] Du Yu, Li T, Pathan M, Teklehaimanot H, Yang Z. An Effective Sarcasm Detection Approach Based on Sentimental Context and Individual Expression Habits. Cognitive Computation (2021): 1-13. (5-year Impact factor: 3.856)
[2020] Ma Z*, Lu X, Xie J, Yang Z*, Xue J, Tan Z, Xiao B, and Guo J. On the Comparisons of Decorrelation Approaches for non-Gaussian Neutral Vector Variables. IEEE Transactions on Neural Network and Learning Systems (TNNLS), Accepted. (5-year Impact factor: 8.823)
[2018] Ma, Z., Xue, J. H., Leijon, A., Tan, Z. H., Yang, Z., Guo, J. Decorrelation of neutral vector variables: Theory and applications. IEEE Transactions on Neural Network and Learning Systems (TNNLS), 2018, 29(1): 129-143. (5-year Impact factor: 8.823)
[2018] Yang Z, Chen W, Huang J. Enhancing recommendation on extremely sparse data with blocks-coupled non-negative matrix factorization. Neurocomputing, 2018, 278: 126-133.
Information Retrieval/Social Mining
[2020] Yang Z*, Yao Y, Tu S. Exploiting Sparse Topics Mining for Temporal Event Summarization. 2020 IEEE 5th International Conference on Image, Vision and Computing (ICIVC). IEEE, 2020: 322-331. Best Paper
[2019] Yang Z*, Yu H, Tang J, Liu H. Toward Keyword Extraction in Constrained Information Retrieval in Vehicle Social Network. IEEE Transaction on Vehicular Technology, 2019, 68(5): 4285-4294. (5-year Impact factor: 5.119)
[2019] Yin R, Li K; Lu J, Zhang G. Enhancing fashion recommendation with visual compatibility relationship, 2019 World Wide Web Conference, WWW 2019, San Francisco, CA, United states, 2019-5-13-2019-5-17.
[2018] Yang Z*, Tang J, Liu H. Cloud Information Retrieval: Model Description and Scheme Design. IEEE Access, 2018, 6: 15420-15430.
[2018] Yang Z, Gao K, Huang J. External Expansion Risk Management: Enhancing Microblogging Filtering Using Implicit Query. Wireless Personal Communications, 2018, 102(3): 2199-2209.
[2016] Yang Z, Yao F, Fan K, Huang J. Text Dimensionality Reduction with Mutual Information Preserving Mapping. Chinese Journal of Electronics 26.5 (2017): 919-925.
[2015] Yang Z*, Issac J, Hu X, Liu H. “Finding the Right Social Media Site for Questions.” 2015 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM’15), August 25-28, 2015, Paris, France, 639-644. (A demo Q&A system ‘Social Answer’ was demonstrated in ICDM’15)
[2015] Dani H, Morstatter F, Xia H, Yang Z, and Liu H. Social Answer: A System for Finding Appropriate Sites for Questions in Social Media. In 2015 IEEE International Conference on Data Mining Workshop (ICDMW), pp. 1632-1635. IEEE, 2015 (This is a demo track paper that demonstrates a Q&A system ‘Social Answer’ proposed in our ASONAM’15 paper!)
[2014] Yang Z, Fan K, Lai Y, Gao K, Wang Y. “Short Texts Classification Through Reference Document Expansion.” Chinese Journal of Electronics, 2014, 23(2): 315-321.
[2013] Yang Z, Wang L, Fan K, Lai Y. “Exemplar-Based Clustering Analysis Optimized by Genetic Algorithm.” Chinese Journal of Electronics, 2013, 22(4): 735-740.
[2012] Yang Z, Lai Y, Duan L, Li Y, Xu X. “Spam Collaborative Filtering in Enron E-mail Network.” Acta Automatica Sinica, 2012, 38(3): 399-411. (in Chinese, 杨震, 赖英旭, 段立娟等. 邮件网络协同过滤机制研究. 自动化学报, 38(3): 399-411, 2012)
[2012] Yang Z, Lai Y, Duan L, Li Y. “Short Text Sentiment Classification Based on Context Reconstruction.” Acta Automatica Sinica, 2012, 38(1): 55-67. (in Chinese, 杨震, 赖英旭, 段立娟等. 基于上下文重构的短文本情感极性判别研究. 自动化学报, 38(1): 55-67, 2012)
[2009] Yang Z, Fan K, Lei J, Guo J. Text Manifold Based on Semantic Analysis. Acta Electronica Sinica, 37(3): 557-561, 2009. (in Chinese, 杨震, 范科峰, 雷建军, 郭军. 基于语义的文本流形研究. 电子学报, 37(3): 557-561, 2009)
Language Model/Keywords Detection
[2015] Yang Z, Gao K, Fan K, Lai Y. “Sensational Headline Identification By Normalized Cross Entropy-Based Metric.” The Computer Journal, 2015, 58 (4): 644-655.
[2014] Yang Z, Wang L, Lai Y. “ Online comment clustering based on an improved semantic distance.” Ruan Jian Xue Bao/Journal of Software, 2014, 25(12): 2777-2789. (in Chinese, 杨震, 王来涛, 赖英旭. 基于改进语义距离的网络评论聚类研究. 软件学报, 25(12): 2777-278, 2014)
[2013] Yang Z, Lei J, Fan K, Lai Y. “Keyword Extraction by Entropy Difference Between the Intrinsic and Extrinsic Mode.” Physica A: Statistical Mechanics and its Applications, 2013, 392(19): 4523-4531. [paper, Code]
Data Security
[2021] Yang Z (Editor), Li T (Co-Editor), Karl Waedt, Lin Yanghuichen. Information technology- Security techniques-Security reference model for industrial internet platfrom. ISO/IEC 24392, 3rd WD.
[2021] Yu H, Hu Q, Yang Z*, Liu H. Efficient Continuous Big Data Integrity Checking for Decentralized Storage. IEEE Transactions on Network Science and Engineering [Early Access] (5-year Impact factor: 5.213)
[2021] Yu H, Hu Q, Yang Z*, Liu H. Efficient Continuous Big Data Integrity Checking for Decentralized Storage. IEEE Transactions on Network Science and Engineering [Early Access] (5-year Impact factor: 11.705)
[2019] Yu H, Yang Z, Sinnott R O. Decentralized Big Data Auditing for Smart City Environments Leveraging Blockchain Technology. IEEE Access, 2019, 7: 6288-6296.
[2018] Yu H, Cai Y, Sinnott R O, et al. ID‐based dynamic replicated data auditing for the cloud. Concurrency and Computation: Practice and Experience, Online.
[2016] Yang Z, Yang T, Fan K, Wang Y. Cloud Services Composition Based on Trust Combination. Acta Electronica Sinica, 2018,46(3):614-620. (in Chinese, 杨震, 杨甜甜, 范科峰,等. 基于信任合成的云服务动态组合机制研究. 电子学报, 2018,46(3):614-620).
Requirements Engineering
Li T*, Wang S, David L, Yang Z. Combining Machine Learning and Logical Reasoning to Improve Requirements Traceability Recovery, Applied Sciences-Basel, 2020, 10(20): 0-7253.
Li T, Wang K and Horkoff J. Towards Effective Assessment for Social Engineering Attacks. In The 27th IEEE International Requirements Engineering Conference (RE), 2019. CCF推荐B类国际会议
Wang S, Li T, Yang Z. (2019, November). Using Graph Embedding to Improve Requirements Traceability Recovery. In International Conference on Applied Informatics (pp. 533-545). Springer, Cham.
Wang S, Li T, Yang Z. (2019, December). Exploring Semantics of Software Artifacts to Improve Requirements Traceability Recovery: A Hybrid Approach. In 2019 26th Asia-Pacific Software Engineering Conference (APSEC) (pp. 39-46). IEEE.
