个人信息简介
姓名:冯霜 学历:博士 职称:教授 电子邮箱:fengshuang@bnu.edu.cn
博士,现任北京师范大学文理学院数学系教授、硕士生导师(应用数学、应用统计专业)。
教育背景
2016.01-2019.01 澳门大学,计算机科学,哲学博士
2005.09-2008.06 北京师范大学,应用数学,理学硕士
2001.09-2005.06 北京师范大学,数学与应用数学,理学学士
工作经历
2025.01-至今 北京师范大学文理学院数学系
2008.09-2024.12 北京师范大学珠海分校应用数学学院
2019.05-2020.05 澳门大学科技学院,博士后
研究方向
模糊系统、模糊神经网络及其应用
科研项目
1. 广东省普通高校青年创新人才项目,No.2018KQNCX324,基于宽度学习系统(BLS)的新型神经网络架构及其应用,2019.3-2021.12,主持
2. 澳门科学技术发展基金,No.FDCT/ 0119/2018/A3, The Theoretic Development and Applications of Broad Learning System,2019.1-2021.12,参与
3. 澳门科学技术发展基金,No.FDCT/079/2017/A2, Design of Discriminative Fuzzy Restricted Boltzmann Machines and their Applications,2018.1-2020.12,参与
4. 国家自然科学基金,面上项目,No.61572540, 新型进化计算与深度学习方法及其在疾病预防与控制的应用,2016.1-2019.12,参与
5. 澳门科学技术发展基金,No.FDCT/019/2015/A, New Deep Learning Techniques for Pattern Learning and Recognition,2016.1-2018.12,参与
代表论文
1. S. Feng, C. L. Philip Chen, L. Xu and Z. Liu*, On the Accuracy–Complexity Tradeoff of Fuzzy Broad Learning System, IEEE Transactions on Fuzzy Systems, vol. 29, no. 10, pp. 2963-2974, Oct. 2021.
2. S. Feng and C. L. Philip Chen*, Performance Analysis of Fuzzy BLS Using Different Cluster Methods for Classification, SCIENCE CHINA Information Science, 2021, 64: 149205.
3. S. Feng, C. L. Philip Chen* and C. Y. Zhang. A Fuzzy Deep Model Based on Fuzzy Restricted Boltzmann Machines for High-dimensional Data Classification, IEEE Transactions on Fuzzy Systems, vol. 28, no. 7, pp. 1344-1355, July 2020.
4. C. L. Philip Chen and S. Feng*, Generative and discriminative fuzzy restricted boltzmann machine learning for text and image classification, IEEE Transactions on Cybernetics, vol. 50, no. 5, pp. 2237-2248, May 2020.
5. S. Feng and C. L. Philip Chen*, Fuzzy broad learning system: A novel neuro-fuzzy model for regression and classification, IEEE Transactions on Cybernetics, vol. 50, no. 2, pp. 414-424, Feb. 2020.
6. S. Feng and C. L. Philip Chen*, Nonlinear System Identification Using a Simplified Fuzzy Broad Learning System: Stability Analysis and a Comparative Study, Neurocomputing, 337 (2019) 274–286.
7. S. Feng and C. L. Philip Chen*, A fuzzy restricted boltzmann machine: Novel learning algorithms based on the crisp possibilistic mean value of fuzzy numbers, IEEE Transactions on Fuzzy Systems, vol. 26, no. 1, pp. 117-130, Feb. 2018.
教学工作
本科生: 《一元微积分》、《多元微积分与线性代数》
荣誉获奖
澳门自然科学奖二等奖,新型判别式和生成式学习方法研究:宽度学习网络及生成模糊网络,2020