| Name | Mingli Song （中文简历） |
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Title | Professor | |
Department | Department of Computer Science and Technology | |
songmingli@cuc.edu.cn | ||
Courses Taught | Machine Learning (Bachelor Program), Deep Learning (Doctoral Program), English for Science and Tech- nology (Doctoral Program), and Data Mining (International Master Program) | |
Research Interest or Teaching Expertise | Granular Computing, Computational Intelligence, System Modeling, and Machine Learning. | |
Self-Introduction | I obtained Bachelor Degree and Master Degree from Dalian University of Technology and then Doctoral Degree from University of Alberta. Research interests include Granular Computing, System Modeling, Sci- ence of Decision Making, and Optimization Algorithms. I, as Principle Investigator, have made contributions to 1 general project of National Natural Science Foundation of China, 1 youth project of National Natural Sci-ence Foundation of China, 1 project of The Ministry of Education Studying Abroad Scholarship Council, and 8 projects in school-level, and as Participant, to 1 project of National Science and Technology Support Program. In addition, I published 11 papers on SCI, 8 on EI, and 1 on other journal. | |
Publication | 1. Mingli Song, Yukai Jing, Granular neural networks: The development of granular input spaces and para- meters spaces through a hierarchical allocation of information granularity, Information Sciences, 2020,517: 148-166 2. Mingli Song, Yukai Jing, Witold Pedrycz, Granular Neural Networks: A Study of Optimizing Allocation of Information Granularity in Input Space, Applied Soft Computing, 2019, 77: 67-75. 3. Honglu Zhou, Mingli Song, Witold Pedrycz, A comparative study of improved GA and PSO in solving multiple traveling salesmen problem, Applied Soft Computing, 2018, 64:564-580 4. Mingli Song, Wenqian Shang, Lidong Wang, Witold Pedrycz, Analysis of Spatiotemporal Data relationship using Information Granules, International Journal of Machine Learning and Cybernetics, 2017, 8(5): 1439-1446 5. Mingli Song, Yongbin Wang, A study of granular computing in the agenda of growth of artificial neural net-works, Granular Computing, 2016, 1(4): 247-257 6. Mingli Song, Yongbin Wang, Human centricity and information granularity in the agenda of theories and applications of soft computing, Applied Soft Computing, 2015, 27: 610-613 7. Witold Pedrycz, Mingli Song, A Granulation of Linguistic Information in AHP Decision-Making Problems, Information Fusion, 2014, 17: 93-101 8. Mingli Song, Witold Pedrycz, Granular Neural Networks: Concepts and Development Schemes, IEEE transactions on Neural Networks and Learning Systems, 2013, 24(4): 542-553 | |
Projects | Scientific Research Projects 1. Granule Neural Network Model for Complex Data and Its Generalization Ability, National Natural Science Foundation of China (General Project), January 2018-December 2021, Principle Investigator, RMB 570,000.00 2. Modeling Analysis and Research on Multi-Source Data Generalization System Based on Computational Intelligence and Granular Computing, National Natural Science Foundation of China (Youth Project), January 2014 - December 2016, Principle Investigator, RMB 230,000.00 3. Analysis and Research on Management Decision Model Based on Computational Intelligence and Gra- nular Computing, The Ministry of Education Scientific Research Foundation for Returned Overseas Students, May 2015-May 2017, Principle Investigator, RMB 30,000.00 | |
Admission Requirements | Master Degree Candidates: Diligent and skillful in programming and studying. Doctoral Candidates: Interested in the basic research for application of digital media security and image and video processing, determined to publish remarkable academic research results. Admissions Professional Direction: Data Science and Media Big Data Technology | |
