王世海 - 北京航空航天大学 - 可靠性与系统工程学院

个人简介

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。教育经历 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 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 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

查看导师最新文章（温馨提示：请注意重名现象，建议点开原文通过作者单位确认）

期刊文章: Chen Ke; Wang Shihai, Semi-supervised learning via regularized boosting working on multiple semi-supervised assumptions, IEEE Transactions on Pattern Analysis and Machine Intelligence. 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. 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. 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. 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. 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. 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. 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. 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. 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. Wang Shihai(第一作者); Lee Shin-Jye, A Robust Boosting by Using an Adaptive Weight Scheme, Cybernetics and Systems. 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. 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. 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. 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. Tong Haonan; Wang Shihai(第一通讯作者); Guangling Li, Credibility Based Imbalance Boosting Method for Software Defect Proneness Prediction, Applied Sciences. 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. Huang Fu； Liu Bin； Wang Shihai； Li, Q, The impact of software process consistency on residual defects, Journal of Software Evolution & Process. Yang Shunkun, Liu Bin, Wang Shihai, Model-based robust testing for avionics embedded software, the Chinese Journal of Aeronautics. Wang Shihai； He Ping； Li Zelin, An enhanced software defect prediction model with multiple metrics and learners， International Journal of Industrial and Systems Engineering. 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. 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. 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。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。会议文章： 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. 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. 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. 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. 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. 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. Shao Yuanxun;Liu Bin;Li Guoqi; Wang Shihai, Software defect prediction based on class-Association rules, 2nd International Conference on Reliability Systems Engineering. Ling Dongyi; Wang Shihai;Liu Bin, Reliability assessment method for integrated modular avionics system based on bayesian network, AIAA Modeling and Simulation Technologies Conference. 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. 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. 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. 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. 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. 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. 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. 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. Jiang Zeyong; Wang Shihai, A disscussion of dynamic configuration technology in complex avionics system, 17th AIAA Aviation Technology, Integration, and Operations Conference. Ling Dongyi;Liu Bin; Wang Shihai, A component-based software reliability assessment method considering component effective behavior, 2nd International Conference on Reliability Systems Engineering. Diao Xiaoxu; Liu Bin; Wang Shihai, A survey of avionics analysis and simulation based on AADL model, International Journal of Information and Communication Technology. Wang Shihai;Li Geng, An Improvment of Weight Scheme on AdaBoost in the Presence of Noisy Data, 2011 FIRST ASIAN CONFERENCE ON PATTERN RECOGNITION. 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. Wang Shihai;Ping He;Zelin Li, An enhanced software defect prediction model with multiple metrics and learners, International Journal of Industrial and Systems Engineering. Li,Guangling; Wang Shihai, Oversampling boosting for classification of imbalanced software defect data, 35th Chinese Control Conference. 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. Ju HY; Wang Shihai; Zhao TD, Reliability analysis for the process of DIMA dynamic reconfiguration, RISK, RELIABILITY AND SAFETY: INNOVATING THEORY AND PRACTICE. 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. 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. Li YaoNan; Wang Shihai, A Method about the Propagation of Faults in Network, 3rd Annual International Conference on Information Technology and Applications. Li Zelin; Wang Shihai; Zhao Tingdi, A Modeling Method of IMA Dynamic Reconfiguration Based on AADL, 2015 PROGNOSTICS AND SYSTEM HEALTH MANAGEMENT CONFERENCE. 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. Ju Hongyan; Wang Shihai; Zhao Tingdi, A Safety Evaluation Method for the Process of IMA Dynamic Reconfiguration, 35th Chinese Control Conference. Zhou Siyuan; Wang Shihai; Liu Bin, A static load balancing evaluation method for IMA system, 2nd International Conference on Reliability Systems Engineering. 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.