On some extended mixed integer optimization models of the Eisenberg-Noe model in systemic risk management
Dong, Zhi-Long3; Peng, Jiming2; Xu, Fengmin3; Dai, Yu-Hong1
刊名INTERNATIONAL TRANSACTIONS IN OPERATIONAL RESEARCH
2021-02-03
页码24
关键词financial network systemic risk mixed integer programming coefficient strengthening sequential linear optimization
ISSN号0969-6016
DOI10.1111/itor.12939
英文摘要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.
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
语种英语
出版者WILEY
WOS记录号WOS:000614255700001
内容类型期刊论文
源URL[http://ir.amss.ac.cn/handle/2S8OKBNM/58100]  
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.Chinese Acad Sci, Acad Math & Syst Sci, Beijing 100190, Peoples R China
2.Univ Houston, Dept Ind Engn, Houston, TX 77204 USA
3.Xi An Jiao Tong Univ, Sch Econ & Finance, Xian 710061, Shaanxi, Peoples R China
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GB/T 7714
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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