کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
552371 1451056 2016 13 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Aggregating expert knowledge for the measurement of systemic risk *
ترجمه فارسی عنوان
جمع آوری دانش کارشناس برای اندازه گیری خطر سیستمیک *
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر سیستم های اطلاعاتی
چکیده انگلیسی


• We model financial systems using Fuzzy Cognitive Maps to estimate systemic risk.
• Expert knowledge of financial supervisors is used to build the cognitive map.
• We combine network analysis and Choquet integral to estimate systemic risk.
• The model is supplemented with tools for interactive visual analysis.
• Two numerical examples are provided on estimating risk in a European setting.

The policy objective of safeguarding financial stability has stimulated a wave of research on systemic risk analytics, yet it still faces challenges in measurability. This paper models systemic risk by tapping into expert knowledge of financial supervisors. We decompose systemic risk into a number of interconnected segments, for which the level of vulnerability is measured. The system is modeled in the form of a Fuzzy Cognitive Map (FCM), in which nodes represent vulnerability in segments and links their interconnectedness. A main problem tackled in this paper is the aggregation of values in different interrelated nodes of the map to obtain an estimate of systemic risk. To this end, Choquet integral-based aggregation is employed to expert evaluations of measures, as it allows for the integration of interrelations among factors in the aggregation process. The approach is illustrated through two applications in a European setting. First, we provide an estimation of systemic risk with a Pan-European set-up. Second, we estimate country-level risks, allowing for a more granular decomposition. This sets a starting point for the use of the rich, oftentimes tacit, knowledge in policy organizations.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Decision Support Systems - Volume 88, August 2016, Pages 38–50
نویسندگان
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