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 |
DOI | 10.1111/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 |
推荐引用方式 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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