个人简历

王世海，男，现任职于：北京航空航天大学，可靠性与系统工程学院，可靠性与环境工程科技重点实验室（国家级），副研究员/硕士研究生导师。擅长专业领域涉及：半监督性学习，集成学习，软件缺陷预测，智能软件系统测试与验证等。共发表SCI 论文16篇，EI论文30余篇，授权国家发明专利7项，软件著作权4项。提出了基于深度学习、集成学习、和核谱映射迁移的跨项目软件缺陷预测方法，解决了缺陷预测器在非平衡数据上存在的过拟合，目标数据特征异构且分布差异大等一系列问题。主要研究成果发表在“IEEE Transactions on Software Engineering；Knowledge-Based Systems”等国际知名学术期刊。主持或作为技术骨干参与各类研究项目30余项，如国家自然科学基金“基于规则化Boosting算法和度量元选取技术的软件缺陷倾向预测模型”；航空科学基金；预研领域基金；国家重点基础研究计划（973）；等。多次成为国际知名期刊评阅人，如：IEEE Transactions on Reliability、IEEE Transactions on Neural Networks and Learning Systems、Information and Software Technology、Microprocessors and Microsystems；等。获中国航空学会科学技术二等奖1项。\r
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教育经历\r
2005.9～2010.1 英国曼彻斯特大学 计算机科学与技术 博士 博士研究生毕业 \r
2003.9～2005.1 英国谢菲尔德大学 计算机科学与技术 硕士 硕士研究生毕业 \r
1997.9～2001.7 哈尔滨工业大学 计算机科学与技术 学士 大学本科毕业

研究领域

模式识别，软件缺陷预测，智能系统测试与验证方法，基于模型的系统设计分析方法等""

近期论文

期刊文章:\r
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Chen Ke; Wang Shihai, Semi-supervised learning via regularized boosting working on multiple semi-supervised assumptions, IEEE Transactions on Pattern Analysis and Machine Intelligence.\r
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Tong Haonan; Liu Bin; Wang Shihai(第一通讯作者), Kernel Spectral Embedding Transfer Ensemble for Heterogeneous Defect Prediction, IEEE Transactions on Software Engineering.\r
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Yuanxun Shao； Bin Liu； Shihai Wang(第一通讯作者)； Guoqi Li， Software Defect Prediction Based on Correlation Weighted Class Association Rule Mining, Knowledge-Based Systems.\r
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Shao Yuanxun; Liu Bin; Wang Shihai(第一通讯作者); Li Guoqi, A novel software defect prediction based on atomic class-association rule mining, Expert Systems with Applications.\r
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Xiao Peng; Liu Bin; Wang Shihai(第一通讯作者), Feedback-based integrated prediction: Defect prediction based on feedback from software testing process, Journal of Systems and Software.\r
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Yan Xiaobo; Bin Liu; Wang Shihai(第一通讯作者), A Test Restoration Method based on Genetic Algorithm for effective fault localization in multiple-fault programs, Journal of Systems and Software.\r
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Tong Haonan; Liu Bin; Wang Shihai(第一通讯作者), Software defect prediction using stacked denoising autoencoders and two-stage ensemble learning, Information and Software Technology.\r
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Yuanxun Shao； Bin Liu；Shihai Wang(第一通讯作者)；P. Xiao， A Novel Test Case Prioritization Method based on Problems of Numerical Software Code Statement Defect Prediction, Eksploatacja i Niezawodnosc – Maintenance and Reliability.\r
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Li Zelin; Wang Shihai(第一通讯作者); Zhao Tingdi; Liu Bin, A hazard analysis via an improved timed colored petri net with time-space coupling safety constraint, Chinese Journal of Aeronautics.\r
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Zhang Quan; Wang Shihai(第一通讯作者); Bin Liu, Approach for integrated modular avionics reconfiguration modelling and reliability analysis based on AADL, IET Software.\r
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Wang Shihai(第一作者); Lee Shin-Jye, A Robust Boosting by Using an Adaptive Weight Scheme, Cybernetics and Systems.\r
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Han Rongbin; Wang Shihai(第一通讯作者); Liu Bin; Zhao Tingdi; Ye Zhiao, A Novel Model-Based Dynamic Analysis Method for State Correlation With IMA Fault Recovery, IEEE ACCESS.\r
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Yan Xiaobo; Bin Liu; Wang Shihai(第一通讯作者), An Analysis on the Negative Effect of Multiple-Faults for Spectrum-Based Fault Localization, IEEE ACCESS.\r
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Jiang Zeyong; Zhao Tingdi; Wang Shihai (第一通讯作者); Ju Hongyan, New Model-Based Analysis Method with Multiple Constraints for Integrated Modular Avionics Dynamic Reconfiguration Process, Processes.\r
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Jiang Zeyong; Zhao Tingdi; Wang Shihai(第一通讯作者); Ren Fuchun, A Novel Risk Assessment and Analysis Method for Correlation in a Complex System Based on Multi-Dimensional Theory, Applied Sciences.\r
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Tong Haonan; Wang Shihai(第一通讯作者); Guangling Li, Credibility Based Imbalance Boosting Method for Software Defect Proneness Prediction, Applied Sciences.\r
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Can Cui; Liu Bin ; Peng Xiao; Wang Shihai(第一通讯作者), Can Defect Prediction Be Useful for Coarse-Level Tasks of Software Testing?, Applied Sciences.\r
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Huang Fu； Liu Bin； Wang Shihai； Li, Q, The impact of software process consistency on residual defects, Journal of Software Evolution & Process.\r
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Yang Shunkun, Liu Bin, Wang Shihai, Model-based robust testing for avionics embedded software, the Chinese Journal of Aeronautics.\r
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Wang Shihai； He Ping； Li Zelin, An enhanced software defect prediction model with multiple metrics and learners， International Journal of Industrial and Systems Engineering.\r
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Renqing Li, Shihai Wang(第一通讯作者), An Empirical Study for Software Fault-Proneness Prediction with Ensemble Learning Models on Imbalanced Data Sets, Journal of Software.\r
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Dongyi Lin； Wang Shihai(第一通讯作者), Liu Bin, Diao Xiaoxu, Reliability Evaluation based on the AADL Architecture Model, Journal of Software.\r
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凌东怡；王世海； 刘斌，基于AADL体系结构模型的构件系统可靠性评估方法， 系统工程与电子技术。\r
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张贺；王世海；刘斌；杨顺昆；余正伟；秦蕾，航空机载软件缺陷知识库框架，测控技术。\r
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会议文章：\r
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Zhang Huinan; Wang Shihai; Liu Bin; Diao Xiaoxu, Testing Method of Integrated Modular Avionics Health Monitoring, 4th IEEE Conference on Prognostics and System Health Management.\r
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Zhang, Huinan; Wang Shihai; Diao Xiaoxu;Liu, Bin Test case generating for Integrated Modular Avionics software health monitoring, International Symposium on Vehicle, Mechanical, and Electrical Engineering.\r
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Zhang, Quan; Wang Shihai; Liu, Bin, Some Improvements on The Rules for Exchanging Between Error Model Annex and AADL to Fault Tree, International Conference on Information Technology and Applications.\r
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Tong Haonan;Liu Bin; Wang Shihai, Software defect prediction using support vector machines with adaptive particle swarm optimization algorithm, 22nd ISSAT International Conference on Reliability and Quality in Design.\r
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He Renya; Tang Longli; Wang Shihai; Yu Zhengwei, Software dynamic fault model and injection method, Proceedings of 2016 11th International Conference on Reliability, Maintainability and Safety: Integrating Big Data, Improving Reliability and Serving Personalization.\r
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Li Hanyan; Wang Shihai; Liu Bin; Xiao Peng, Software Complexity Measurement Based on Complex Network, 8th IEEE International Conference on Software Engineering and Service Science.\r
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Shao Yuanxun;Liu Bin;Li Guoqi; Wang Shihai, Software defect prediction based on class-Association rules, 2nd International Conference on Reliability Systems Engineering.\r
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Ling Dongyi; Wang Shihai;Liu Bin, Reliability assessment method for integrated modular avionics system based on bayesian network, AIAA Modeling and Simulation Technologies Conference.\r
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Yang Ming; Wang Shihai;Wang Feilong;Li Daqing, Reliability Assessment Method of SOA Architecture Software System Based on Complex Network, 4th IEEE Annual International Conference on Cyber Technology in Automation, Control, and Intelligent Systems.\r
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Tan Lin;Liu Bin; Wang Shihai;Ling Dongyi, Modeling the software development process as a socio-technical system based on FRAM to facilitate the risk analysis and software defects prevention, 17th AIAA Aviation Technology, Integration, and Operations Conference.\r
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Zhang Quan; Wang Shihai; Liu Bin, IMA Reconfiguration Modeling and Reliability Analysis based on AADL, 2014 IEEE 4TH ANNUAL INTERNATIONAL CONFERENCE ON CYBER TECHNOLOGY IN AUTOMATION, CONTROL, AND INTELLIGENT SYSTEMS.\r
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Cui Can; Liu Bin; Wang Shihai, Isolation Forest Filter to Simplify Training Data for Cross-Project Defect Prediction, 2019 Prognostics and System Health Management Conference.\r
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Yan XiaoBo;Liu Bin;Wang Shihai, How Negative Effects A Multiple-Fault Program Can Do to Spectrum-Based Fault Localization, 2019 Prognostics and System Health Management Conference.\r
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Zhou Changsheng; Liu Bin; Wang Shihai, CMO-SMOTE: Misclassification Cost Minimization Oriented Synthetic Minority Oversampling Technique for Imbalanced Learning, 8th International Conference on Intelligent Human-Machine Systems and Cybernetics.\r
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Li Jianxing;Yan, Xiaobo; Liu, Bin; Wang Shihai, An insight of double-faults interactions in program: An empirical study, 2nd International Conference on Reliability Systems Engineering.\r
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Chen LiGong; Wang ZiLi; Wang Shihai; Yin YongFeng; Ji QiZheng, A framework of the software quality comprehensive prediction based on defect knowledge base and risk module, 2014 International Conference on Frontiers of Advanced Materials and Engineering Technology.\r
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Jiang Zeyong; Wang Shihai, A disscussion of dynamic configuration technology in complex avionics system, 17th AIAA Aviation Technology, Integration, and Operations Conference.\r
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Ling Dongyi;Liu Bin; Wang Shihai, A component-based software reliability assessment method considering component effective behavior, 2nd International Conference on Reliability Systems Engineering.\r
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Diao Xiaoxu; Liu Bin; Wang Shihai, A survey of avionics analysis and simulation based on AADL model, International Journal of Information and Communication Technology.\r
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Wang Shihai;Li Geng, An Improvment of Weight Scheme on AdaBoost in the Presence of Noisy Data, 2011 FIRST ASIAN CONFERENCE ON PATTERN RECOGNITION.\r
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Wang Shihai;Li Zelin, A New Transfer Learning Boosting Approach Based on Distribution Measure with an Application on Facial Expression Recognition, RISK, RELIABILITY AND SAFETY: INNOVATING THEORY AND PRACTICE.\r
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Wang Shihai;Ping He;Zelin Li, An enhanced software defect prediction model with multiple metrics and learners, International Journal of Industrial and Systems Engineering.\r
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Li,Guangling; Wang Shihai, Oversampling boosting for classification of imbalanced software defect data, 35th Chinese Control Conference.\r
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Han Rongbin; Wang Shihai, Transformation rules from AADL to improved colored GSPN for integrated modular avionics, Proceedings of 2016 11th International Conference on Reliability, Maintainability and Safety: Integrating Big Data, Improving Reliability and Serving Personalization.\r
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Ju HY; Wang Shihai; Zhao TD, Reliability analysis for the process of DIMA dynamic reconfiguration, RISK, RELIABILITY AND SAFETY: INNOVATING THEORY AND PRACTICE.\r
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Ye Zhiao; Wang Shihai;Zhao Tingdi, IMA Dynamic Reconfiguration Modeling and Resource Criticality Analysis Based on Petri Net, PROCEEDINGS OF THE 2ND INTERNATIONAL CONFERENCE ON RELIABILITY SYSTEMS ENGINEERING.\r
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Fu Jiapan; Wang Shihai;Liu Bin, An Original Approach to Constructing Test Model for IMA Blueprints, PROCEEDINGS OF THE 2ND INTERNATIONAL CONFERENCE ON RELIABILITY SYSTEMS ENGINEERING.\r
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Li YaoNan; Wang Shihai, A Method about the Propagation of Faults in Network, 3rd Annual International Conference on Information Technology and Applications.\r
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Li Zelin; Wang Shihai; Zhao Tingdi, A Modeling Method of IMA Dynamic Reconfiguration Based on AADL, 2015 PROGNOSTICS AND SYSTEM HEALTH MANAGEMENT CONFERENCE.\r
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Li Zelin; Wang Shihai; Zhao Tingdi, A Model based Simulation Verification Method for IMA Reconfiguration on System Level, PROCEEDINGS OF THE 2015 FIRST INTERNATIONAL CONFERENCE ON RELIABILITY SYSTEMS ENGINEERING 2015 ICRSE.\r
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Ju Hongyan; Wang Shihai; Zhao Tingdi, A Safety Evaluation Method for the Process of IMA Dynamic Reconfiguration, 35th Chinese Control Conference.\r
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Zhou Siyuan; Wang Shihai; Liu Bin, A static load balancing evaluation method for IMA system, 2nd International Conference on Reliability Systems Engineering.\r
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Han,Rongbin ; Wang Shihai, A safety analysis method with correlation of states for integrated modular avionics systems based on an extended generalized stochastic Petri net, RISK，RELIABILITY AND SAFETY: INNOVATING THEORY AND PRACTICE.