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On some extended mixed integer optimization models of the Eisenberg-Noe model in systemic risk management
Dong, Zhi-Long1; Peng, Jiming2; Xu, Fengmin1; Dai, Yu-Hong3
2021-02-03
发表期刊INTERNATIONAL TRANSACTIONS IN OPERATIONAL RESEARCH
ISSN0969-6016
页码24
摘要The Eisenberg and Noe (EN) model has been widely adopted in the systemic risk management for financial networks. In this paper, we propose a unified EN (U-EN) model, which incorporates both liquidation and bankruptcy costs. We show that the U-EN model is polynomial-time solvable and develop an efficient greedy algorithm to solve it. Then we consider identifying the optimal bailout strategy based on stress testing background and propose a binary EN model with bailout budget constraint (B-EN-B). The B-EN-B model is shown to be NP-hard. We present analysis on the parameter selection and design some preprocessing procedures correspondingly. A sequential coefficient strengthening algorithm is designed to solve the B-EN-B model. Global convergence of the algorithm is established. Moreover, we show that the systemic risk level obtained from the B-EN-B model can be used as a precaution for the social planner. Experiments based on both simulated data and data from the Chinese listed banks' network are reported to demonstrate the efficiency of the proposed algorithms.
关键词financial network systemic risk mixed integer programming coefficient strengthening sequential linear optimization
DOI10.1111/itor.12939
收录类别SCI
语种英语
资助项目National Natural Science Foundation of China[11801433] ; National Natural Science Foundation of China[11571271] ; National Natural Science Foundation of China[11631013] ; National Natural Science Foundation of China[11991021] ; National Natural Science Foundation of China[11991020] ; National Natural Science Foundation of China[11971372] ; NSF[CMMI-1131690] ; NSF[CMMI-1537712] ; NSF[CNS-1637347] ; Beijing Academy of Artificial Intelligence (BAAI)
WOS研究方向Business & Economics ; Operations Research & Management Science
WOS类目Management ; Operations Research & Management Science
WOS记录号WOS:000614255700001
出版者WILEY
引用统计
文献类型期刊论文
条目标识符http://ir.amss.ac.cn/handle/2S8OKBNM/58101
专题中国科学院数学与系统科学研究院
通讯作者Peng, Jiming
作者单位1.Xi An Jiao Tong Univ, Sch Econ & Finance, Xian 710061, Shaanxi, Peoples R China
2.Univ Houston, Dept Ind Engn, Houston, TX 77204 USA
3.Chinese Acad Sci, Acad Math & Syst Sci, Beijing 100190, Peoples R China
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Dong, Zhi-Long,Peng, Jiming,Xu, Fengmin,et al. On some extended mixed integer optimization models of the Eisenberg-Noe model in systemic risk management[J]. INTERNATIONAL TRANSACTIONS IN OPERATIONAL RESEARCH,2021:24.
APA Dong, Zhi-Long,Peng, Jiming,Xu, Fengmin,&Dai, Yu-Hong.(2021).On some extended mixed integer optimization models of the Eisenberg-Noe model in systemic risk management.INTERNATIONAL TRANSACTIONS IN OPERATIONAL RESEARCH,24.
MLA Dong, Zhi-Long,et al."On some extended mixed integer optimization models of the Eisenberg-Noe model in systemic risk management".INTERNATIONAL TRANSACTIONS IN OPERATIONAL RESEARCH (2021):24.
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