金庆伟博士,浙江大学管理学院教授,毕业于美国北卡罗莱纳州立大学工业与系统工程学系工业工程方向。主要研究方向为优化理论与算法,收益管理,运营与供应链管理,多年来持续关注鲁棒优化决策、整数优化决策、基于消费者行为和数据驱动的动态定价决策、产品组合规划决策等问题,主持相关领域多项国家级、省部级科研项目。发表国际期刊论文数十篇,包括SIAM Journal on Optimization、Production and Operations Management、INFORMS Journal on Computing等国际高水平期刊。曾为联合利华、天猫供应链、览众科技等企业提供销量预测、畅销品识别、产品调拨等解决方案。
2023 年-至今,浙江大学管理学院,数据科学与管理工程学系,教授
2013 年-2023 年,浙江大学管理学院,数据科学与管理工程学系,副教授
2011 年-2013 年,浙江大学管理学院,管理科学与工程学系,讲师
2007 年-2011 年,美国北卡罗来纳州立大学,工业与系统工程系,工业工程专业,博士学位,导师方述诚教授
2004 年-2007 年,清华大学,数学科学系,运筹学与控制论专业,硕士学位,导师邢文训教授
2000 年-2004 年,清华大学,数学科学系,信息与计算科学专业,学士学位
科研项目(主持人或子课题负责人):
2022 - 2025 | 数据驱动的产品组合规划及收益管理研究 | 国家自然科学基金面上项目 |
2020 - 2021 | 大规模在线时时并行随机优化方法研究 | 企事业单位委托项目 |
2021 - 2025 | 基于"物联网+区块链"的农产品供应链溯源与收益分配方法研究 | 国家自然科学基金重点国际(地区)合作研究项目 |
新零售模式的运营管理理论与方法 | 国家自然科学基金重点项目 | |
2017 - 2020 | “供应链管理联合实验室”建设咨询项目 | 企事业单位委托项目 |
2017 - 2020 | “智慧交通大数据应用创新联合实验室” 建设咨询项目 | 企事业单位委托项目 |
2017 - 2020 | 基于顾客选择行为的可替代产品组合规划及收益管理研究 | 国家自然科学基金面上项目 |
2015 - 2018 | 非常规突发事件下港口-腹地物流运输网络弹性的测度与优化研究 | 国家自然科学基金面上项目 |
2014 - 2016 | 二阶锥约束在非凸二次优化问题中的研究 | 国家自然科学基金青年科学基金项目 |
2013 - 2017 | 供应链金融运营管理研究 | 浙江省社会科学基金一般项目 |
2013 - 2015 | 锥约束条件下非凸二次优化问题的研究 | 浙江省自然科学基金青年基金项目 |
论文发表:
Wang, J., Wu, S., Jin, Q., Wang, Y., & Chen, C. (2023). Identifying Popular Products at an Early Stage of Sales Season for Apparel Industry. INFORMS Journal on Applied Analytics. DOI: 10.1287/inte.2023.0022.
Jin, Q., Wu, Y., Zeng, Y., & Zhang, L. (2023). Population monotonic allocation schemes for the two-period economic lot-sizing games. Operations Research Letters, 51(3), 296-303.
Jin, Q., Zhu, M., Yang, Y., & Liu, L. (2022). Consumer search with anticipated regret, Production and Operations Management, 31(8), 3337-3351.
Pei, Z., Lu, H., Jin, Q., & Zhang, L. (2022). Target-based distributionally robust optimization for single machine scheduling. European Journal of Operational Research, 299(2), 420-431.Lu, C., Deng, Z., Fang, S. C., Jin, Q., & Xing, W. (2022). Fast computation of global solutions to the single-period unit commitment problem. Journal of Combinatorial Optimization, 44(3), 1511-1536.Jin, Q., Lin, J.-Y., & Zhou, S. X. (2021). Price discounts and personalized product assortments under multinomial logit choice model: A robust approach. IISE Transactions, 53(4), 453–471. Jiang, S., Fang, S. C., & Jin, Q. (2021). Sparse Solutions by a Quadratically Constrained ℓ q (0< q< 1) Minimization Model. INFORMS Journal on Computing, 33(2), 511-530.Zhou, W., Pu, Y., Dai, H. & Jin, Q. (2017). Cooperative interconnection settlement among ISPs through NAP, European Journal of Operational Research, 256(3), 991-1003. Lu, C., Deng, Z. & Jin, Q. (2017). An eigenvalue decomposition based branch-and-bound algorithm for nonconvex quadratic programming problems with convex quadratic constraints, Journal of Global Optimization, 67(3), 475-493. Tian, Y., Fang, S., Deng, Z. & Jin, Q. (2016). Cardinality constrained portfolio selection problem: A completely positive programming approach, Journal of Industrial and Management Optimization, 12(3), 1041-1056. Gai, L., Jin, Q., Tian, Y. & Huang, Y. (2016). Reducing multivalued discrete variables in solving separable task assignment problems, Operations Research Society of China, 4(1), 97-110. Tian, Y., Jin, Q. & Deng, Z. (2016). Quadratic optimization over a polyhedral cone, Journal of Industrial and Management Optimization, 12(1), 269-283. Li, P. & Jin, Q. (2016). On the resolution of bipolar max-min equations, Kybernetika, 52(4), 514-530. Deng, Z., Fang, S., Jin, Q. & Lu, C. (2015). Conic approximation to nonconvex quadratic programming with convex quadratic constraints, Journal of Global Optimization, 61(3), 459-478. Shi, Z. & Jin, Q. (2014). Second order optimality conditions and reformulations for nonconvex quadratically constrained quadratic programming problems, Journal of Industrial and Management Optimization, 10(3), 871-882. Jin, Q., Fang, S., Lu, C. & Xing, W. (2014). Solving conic quadratically constrained quadratic programming problems, Pacific Journal of Optimization, 10(3), 503-516. Lu, C., Jin, Q., Fang, S., Wang, Z. & Xing, W. (2014). Adaptive computable approximation to cones of nonnegative quadratic functions, Optimization, 63(6), 955-980. Deng, Z., Fang, S., Jin, Q. & Xing, W. (2013). Detecting copositivity of a symmetric matrix by an adaptive ellipsoid-based approximation scheme, European Journal of Operational Research, 229(1), 21-28. Jin, Q., Tian, Y., Deng, Z., Fang, S. & Xing, W. (2013). Exact computable representation of some second-order cone constrained quadratic programming problems, Operations Research Society of China, 1, 107-134. Tian, Y., Jin, Q., Lavery, J. & Fang, S. (2013). ℓ1 major component detection and analysis (l1 MCDA): foundations in two dimensions, Algorithms, 6, 12-18. Jin, Q., Yu, L., Lavery, J. & Fang, S. (2012). Univariate cubic L-1 interpolating splines based on the first derivative and on 5-point windows: analysis, algorithm and shape-preserving properties, Computational Optimization and Applications, 51(2), 575-600.
Li, P. & Jin, Q. (2012). Fuzzy relational equations with min-biimplication composition, Fuzzy Optimization and Decision Making, 11(2), 227-240. Lu, C., Fang, S., Jin, Q., Wang, Z. & Xing, W. (2011). KKT solution and conic relaxation for solving quadratically constrained quadratic programming problems, SIAM Journal on Optimization, 21(4), 1475-1490.
Jin, Q., Fang, S. C. & Xing, W. (2010). On the global optimality of generalized trust region subproblems, Optimization, 59(8), 1139-1151. Jin, Q., Lavery, J. & Fang, S. C. (2010). Univariate cubic L1 interpolating splines: analytical results for linearity, convexity and oscillation on 5-point windows, Algorithms, 3, 276-293.
华中生, 刘作仪, 孟庆峰, 雒兴刚, 霍宝锋, 卞亦文, 李四杰, 杨翼, 金庆伟, 智慧养老服务的国家战略需求和关键科学问题, 中国科学基金, 2016, 6 , 535-545.
工作论文:
Pricing and assortment optimization under logit based choice models with tree structured consideration sets, with Qianqian Wang and Yu Han, Available at SSRN 4129238.
Dynamic Pricing and Learning under The Effect of Inventory Scarcity, with Mengyan Zhu, Available at SSRN 4187391.
Robust assortment revenue optimization and satisficing, with Zhuoyu Long, Yu Sun, and Bin Hu, Available at SSRN 4045001.
Parallel or sequential? Platforms' search-pattern preference: the role of assortment, with Lin Liu and Yi Yang, Available at SSRN 3721973。
Improving front distribution center fulfillment rates: a distributionally robust approach, with Haodong Feng, Man Feng, Qianqian Wang, Yidong Zhang, Lei Can, Xinru Hao.
在开课程:
软计算与决策(本科)
运营管理(本科)
数据驱动的运营管理(MBA)
博弈论(科硕,全英文)
曾开课程:
运筹学(本科)
企业资源规划(本科)
运作管理(本科)
供应链与物流管理(本科)
管理统计(本科,全英文)
管理研究方法(科硕)
ERP与沙盘模拟(MBA)
运营分析(MBA)
博弈论(博士,双语)
访问学者
2018/08 - 2018/08 访问学者 香港中文大学商学院
2017/08 - 2017/08 访问学者 香港中文大学系统工程与工程管理系
2016/08 - 2016/08 访问学者 香港中文大学商学院
2015/07 - 2015/09 访问学者 香港中文大学商学院
2014/08 - 2014/09 访问学者 香港城市大学管理科学系
2014/03 - 2014/04 访问学者 香港城市大学管理科学系
2013/07 - 2013/08 访问学者 香港中文大学系统工程与工程管理系
学术交流
2021-12 | 第十三届“行为运筹学与行为运营管理”研讨会 | Assortment Optimization under Multinomial Logit Choice Model with Tree Structured Consideration Sets | 深圳 |
2021-10 | 阿里数字供应链——智慧供应链前沿进展及实践分享会 | 产品组合优化与产品调拨问题的鲁棒优化方法 | 杭州 |
2020-12 | 第十二届“行为运筹学与行为运营管理”国际研讨会 | Price and Assortment Competition under Consideration Set Formation: The Role of Anticipated Regret (Excellent Student Paper Award) | 南京 |
2020-07 | 2020协同创新与管理研究会年会 | Platforms' Assortment Management: The Role of Sellers' Competition and Consumer Search | 南京 |
2019-12 | Platforms' Assortment Management: The Role of Sellers' Competition and Consumer Search | 北京 | |
2019-06 | 第41届ISMS营销科学年会 | Fulfillment by an Online Marketplace: Consumer Search and Assortment Competition | 意大利罗马 |
2019-05 | 清华大学应用数学青年论坛 | Assortment Optimization under MNL Choice Model with Consideration Sets | 北京 |
2018-12 | 第十届“行为运筹学与行为运营管理”国际研讨会 | Assortment Optimization under MNL Model with Hierarchical Consideration Sets | 广州 |
2018-01 | 第9届POMS-HK国际会议 | Customized Product Assortment and Marketing Effort: A Robust Approach | 香港 |
2017-07 | 2017收益管理青年学者论坛 | Customized Product Assortment and Marketing Effort A Robust Approach | 广州 |
2017-06 | The 14th International Conference on Service Systems and Service Management (ICSSSM2017) | Customized Product Assortment and Marketing Effort A Robust Approach | 大连 |
2016-11 | 2016年管理科学与运筹学协会年会 | An eigenvalue decomposition based BB algorithm for nonconvex quadratic programming problems with convex quadratic constraints | 美国纳什维尔 |
2015-05 | 上海交通大学安泰经管学院管理科学系学术讲座 | A robust approach to customized assortment in revenue management under the multinomial logit choice model | 上海 |
2014-11 | 2014年管理科学与运筹学协会年会 | SDP relaxation based branch and bound algorithm for nonconvex QCQP problems | 美国旧金山 |
2014-10 | The First Pacific Optimization Conference (POC2014) | KKT conditions for conic quadratically-constrained quadratic programming problems | 无锡 |
2014-07 | The 20th Conference of the International Federation of Operational Research Societies | An adaptive conic approximation to nonconvex quadratic programming problems | 西班牙巴塞罗那 |
2014-05 | 浙江大学管理科学长三角青年学者论坛 | A robust approach to customized assortment in revenue management | 杭州 |
2014-05 | 第十届全国数学规划学术会议 | Adaptive computable approximation to cones of nonnegative quadratic functions | 洛阳 |
2013-01 | 第三届世界全局优化会议 | On the exactness of some second order cone constrained quadratic optimizations | 黄山 |
2012-06 | 2012年管理科学与运筹学协会国际会议 | Study on Conic Quadratically Constrained Quadratic Programming Problems | 北京 |
2011-05 | 2011 IIE Annual Conference | Univariate Cubic L1 Spline: Analysis Based Algorithm and Shape Preservation | 美国雷诺 |
2008-10 | 2008 INFORMS Annual Meeting | On the global optimality of the generalized trust region subproblem | 美国华盛顿 |
2005-08 | 中国运筹学会排序分会第六次代表会议暨学术交流会 | Efficiently loading on no-wait flexible flowshop with no-idle machines | 上海 |