孟开文 (教授、博导)研究领域:最优化理论、算法和应用研究 |
个人信息:
孟开文,教授,博导
西南财经大学数学学院,金融系
电子邮箱:mengkw@haoyii.com
简历:
2011年10月于香港理工大学应用数学系取得哲学博士学位,主要从事最优化理论、算法和应用研究,主持国家自然科学基金青年和面上项目各一项。在SIAM Journal on Optimization,Operations Research,Mathematical Programming,Journal of Machine Learning Research,Journal of Global Optimization,Journal of Convex Analysis等期刊上发表学术论文十余篇。
主持项目:
2017.01-2020.12:国家自然科学基金面上项目《基数约束多目标线性规划问题研究:理论、算法和应用》
2013.01-2015.12:国家自然科学基金青年项目《低次罚问题的最优性条件及其应用》
学术与社会服务:
Journal of Optimization Theory and Applications,Journal of Industrial and Management Optimization,Optimization,Optimization Methods & Software,SIAM Journal on Optimization等SCI学术期刊审稿人
四川数学理事会理事
代表性论文:
Meng, K. W., & Yang, X. Q. (2010). Optimality conditions via exact penalty functions. SIAM Journal on Optimization, 20, 3208-3231.
Fang, Y. P., Meng, K. W., & Yang, X. Q. (2012). Piecewise linear multi-criteria programs: the continuous case and its discontinuous generalization, Operations Research, 60, 398-409.
Hu, Y., Li, C., Meng, K. W., Qin, J., & Yang, X. (2017). Group sparse optimization via lp,q regularization. Journal of Machine Learning Research, 18, 1-52.
Li, M. H., Meng, K. W., & Yang, X. Q. (2018). On error bound moduli for locally Lipschitz and regular functions. Mathematical Programming, 171, 463-487.
Li, M., Meng, K. W., & Yang, X. (2020). On Far and Near Ends of Closed and Convex Sets. Journal of Convex Analysis, 27, 407-421
Meng, K. W., Li, M. H., Yao, W. F., & Yang, X. Q. (2021). Lipschitz-like property relative to a set and the generalized Mordukhovich criterion. Mathematical Programming, 189, 455-489.
Hu, Y., Li, C., Meng, K. W., & Yang, X. (2021). Linear convergence of inexact descent method and inexact proximal gradient algorithms for lower-order regularization problems. Journal of Global Optimization, 79, 853-883.