黄亚魁
黄亚魁
研究方向：梯度法、大规模机器学习算法及理论、混合整数规划及其工程应用
基本信息：
性别：男 |
出生年月：1987年5月 |
民族：汉族 |
电子邮箱：hyk@hebut.edu.cn |
地址：天津市北辰区西平道5340号3044am永利 |
邮编：300401 |
工作与教育经历：
2018.12 至今3044am永利副教授
2018.12 — 2019.12 美国路易斯安那州立大学访问学者，合作导师：张洪超教授
2017.06 — 2018.113044am永利讲师，元光学者
2015.08 — 2017.05中国科学院计算数学所博士后，合作导师：戴彧虹研究员
2012.08 — 2015.07 西安电子科技大学3044am永利 博士，导师：刘红卫教授
2010.04 — 2012.07 华为技术有限公司 助理工程师
2007.08 — 2010.04 西安电子科技大学3044am永利 硕士，导师：刘红卫教授
2003.08 — 2007.07 西安电子科技大学3044am永利 学士
科研项目
1. 国家自然科学基金青年项目：非凸优化问题的Barzilai-Borwein类算法的理论与应用研究。项目编号：11701137，2018.01-2020.12，主持人。
2. 河北省自然科学基金面上项目：结构型多面体约束优化问题的积极集法及应用研究。项目编号：A2021202010，2021.01-2023.12，主持人。
3. 中国博士后基金第58批面上项目：混合整数线性规划算法及其在石油化工的应用。项目编号：2015M581188，2015.11-2017.05，主持人。
科研论文
[1] Yakui Huang, Yu-Hong Dai, Xin-Wei Liu. Equipping the Barzilai-Borwein method with the two dimensional quadratic termination property. SIAM Journal on Optimization , 31(4), 3068-3096, 2021.
[2] Yakui Huang, Yu-Hong Dai, Xin-Wei Liu, Hongchao Zhang. On the asymptotic convergence and acceleration of gradient methods. Journal of Scientific Computing , 90, 7, 2022.
[3] Yakui Huang, Yu-Hong Dai, Xin-Wei Liu, Hongchao Zhang. On the acceleration of the Barzilai–Borwein method. Computational Optimization and Applications , 81(3), 717-740, 2022.
[4] Yakui Huang, Yu-Hong Dai, Xin-Wei Liu. A new multi-point stepsize gradient method for optimization. In: Al-Baali M., Purnama A., Grandinetti L. (eds) Numerical Analysis and Optimization. NAO 2020. Springer Proceedings in Mathematics & Statistics, vol 354. pp 135-151, Springer, Cham.
[5] Yanmei Sun, Yakui Huang. An alternate gradient method for optimization problems with orthogonality constraints. Numerical Algebra, Control & Optimization , 11(4): 665-676, 2021.
[6] Yakui Huang, Yu-Hong Dai, Xin-Wei Liu, Hongchao Zhang. Gradient methods exploiting spectral properties. Optimization Methods & Software , 35(4): 681-705, 2020.
[7] Muming Yang, Yakui Huang, Yu-Hong Dai, Bo Li. An efficient global optimization algorithm for heated oil pipeline problems. Industrial & Engineering Chemistry Research , 59(14): 6638-6649, 2020.
[8] Yu-Hong Dai, Yakui Huang, Xin-Wei Liu. A family of spectral gradient methods for optimization. Computational Optimization and Applications, 74(1): 43-65, 2019.
[9] 黄亚魁, 李博, 康阳, 戴彧虹, 柳建军. 天然气稳态运行优化的混合整数模型及算法. 运筹学学报, 21(2): 13-23, 2017.
[10] Yakui Huang, Hongwei Liu. Smoothing projected Barzilai–Borwein method for constrained non-Lipschitz optimization. Computational Optimization and Applications, 65(3): 671-698, 2016.
[11] Yakui Huang, Hongwei Liu, Tengteng Yu. Smoothing projected cyclic Barzilai–Borwein method for stochastic linear complementarity problems. International Journal of Computer Mathematics , 93(7): 1188-1199, 2016.
[12] Yakui Huang, Hongwei Liu, Sha Zhou. An efficient monotone projected Barzilai–Borwein method for nonnegative matrix factorization. Applied Mathematics Letters , 45: 12-17, 2015.
[13] Yakui Huang, Hongwei Liu. A Barzilai–Borwein type method for minimizing composite functions. Numerical Algorithms , 69(4): 819-838, 2015.
[14] Yakui Huang, Hongwei Liu, Weijie Cong. A note on the smoothing quadratic regularization method for non-Lipschitz optimization. Numerical Algorithms , 69(4): 863-874, 2015.
[15] Yakui Huang, Hongwei Liu, Shuisheng Zhou. Quadratic regularization projected Barzilai–Borwein method for nonnegative matrix factorization. Data mining and Knowledge Discovery , 29(6): 1665-1684, 2015.
[16] Yakui Huang, Hongwei Liu. On the rate of convergence of projected Barzilai–Borwein methods. Optimization Methods & Software , 30(4): 880-892, 2015.
社会兼职
中国运筹学会数学规划分会青年理事、中国运筹学会青年工作委员会执行委员、河北省运筹学会理事
