An Ontology-based Approach for Bank Stress Testing

被引:0
|
作者
Yan, Jiaqi [1 ]
Hu, Daning [1 ]
Zhao, Leon
机构
[1] Univ Zurich, Dept Informat, CH-8006 Zurich, Switzerland
关键词
FINANCIAL INSTITUTIONS; MANAGEMENT;
D O I
10.1109/HICSS.2013.91
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
The 2008 banking crisis has demonstrated that there is the lack of effective methods for modeling and analyzing "exceptional but plausible" risk scenarios in bank stress testing. However, existing bank stress testing practices mainly focus on modeling probability-based risk factors and events in a "static snapshot" of the banking systems, but largely ignore the dynamic processes in which financial crisis events and their interactions creates various complex risk scenarios. In addition, the rare (low probability) risk events such as the bankruptcy of Lehman Brothers that can cause "exceptional but plausible" crisis scenarios are largely ignored due to the lack of appropriate modeling and analysis methods. To address this problem, we developed an approach called Banking Event-driven Scenario-oriented Stress Testing (or simply the BESST) which mainly includes three components: 1) a set of stress testing ontologies; 2) an event-driven scenario model (OESM); and 3) a scenario recommendation component. In addition, we show how to use BESST to model and examine "exceptional but plausible" stress testing scenarios in an example process of crisis events. In general, this research has provided the bank stress testing stakeholders a novel approach for modeling and analyzing the rare risk events and their dynamic processes in various financial crisis scenarios.
引用
收藏
页码:3407 / 3415
页数:9
相关论文
共 50 条
  • [31] An ontology-based approach for delay analysis in construction
    Gozde Bilgin
    Irem Dikmen
    M. Talat Birgonul
    KSCE Journal of Civil Engineering, 2018, 22 : 384 - 398
  • [32] An approach to interoperability of ontology-based educational repositories
    Dicheva, Darina
    Aroyo, Lora
    INTERNATIONAL JOURNAL OF CONTINUING ENGINEERING EDUCATION AND LIFE-LONG LEARNING, 2006, 16 (1-2) : 92 - 109
  • [33] An ontology-based approach to learnable focused crawling
    Zheng, Hai-Tao
    Kang, Bo-Yeong
    Kim, Hong-Gee
    INFORMATION SCIENCES, 2008, 178 (23) : 4512 - 4522
  • [34] Ontology-based approach for measuring semantic similarity
    Taieb, Mohamed Ali Hadj
    Ben Aouicha, Mohamed
    Ben Hamadou, Abdelmajid
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2014, 36 : 238 - 261
  • [35] An ontology-based approach to engineering ethicality requirements
    Guizzardi, Renata
    Amaral, Glenda
    Guizzardi, Giancarlo
    Mylopoulos, John
    SOFTWARE AND SYSTEMS MODELING, 2023, 22 (06): : 1897 - 1923
  • [36] An Ontology-based Approach for Software Architecture Recommendations
    Bhat, Manoj
    Shumaiev, Klym
    Biesdorf, Andreas
    Hohenstein, Uwe
    Hassel, Michael
    Matthes, Florian
    AMCIS 2017 PROCEEDINGS, 2017,
  • [37] PatentRank: An Ontology-Based Approach to Patent Search
    Li, Ming
    Zheng, Hai-Tao
    Jiang, Yong
    Xia, Shu-Tao
    NEURAL INFORMATION PROCESSING, PT II, 2011, 7063 : 399 - 405
  • [38] An ontology-based approach to parsing Turkish sentences
    Temizsoy, M
    Cicekli, I
    MACHINE TRANSLATION AND THE INFORMATION SOUP, 1998, 1529 : 124 - 135
  • [39] Ontology-based Approach for Business Opportunities Recognition
    Salgado, Vinicius Ferreira
    de Lima Santos, Diego Bernardes
    de Carvalho Dutra, Frederico Giffoni
    Parreiras, Fernando Silva
    Brandao, Wladmir Cardoso
    PROCEEDINGS OF THE 23RD INTERNATIONAL CONFERENCE ON ENTERPRISE INFORMATION SYSTEMS (ICEIS 2021), VOL 1, 2021, : 594 - 601
  • [40] An Ontology-based Semantic Search Approach for Geosciences
    Xiong, Jinhui
    Huang, Weizu
    Jin, Chengzhu
    2009 SECOND INTERNATIONAL SYMPOSIUM ON KNOWLEDGE ACQUISITION AND MODELING: KAM 2009, VOL 3, 2009, : 87 - 90