A Poisson process with random intensity for modeling financial stability

Deniz Ilalan
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引用次数: 8

Abstract

Stock market crashes are hazardous for financial stability and usually modeled via Poisson processes having a predetermined fixed intensity. This study uses a more general framework by allowing the intensity to be random in order to model rare events called the “unpredictable unknowns”. Three stock indices, namely Japan Nikkei 225, US Dow Jones Industrial Average and Turkish BIST 100 are analyzed. Simulation results indicate that in stable markets, we encounter fewer unpredictable unknowns compared to unstable ones. However, it is also shown that stable markets are more prone to severe financial crises.

金融稳定性建模的随机强度泊松过程
股市崩盘对金融稳定是危险的,通常通过具有预定固定强度的泊松过程来建模。这项研究使用了一个更一般的框架,允许强度是随机的,以便模拟被称为“不可预测的未知”的罕见事件。本文分析了日本日经225指数、美国道琼斯工业平均指数和土耳其BIST 100指数。仿真结果表明,在稳定的市场中,与不稳定的市场相比,我们遇到的不可预测的未知数较少。然而,研究也表明,稳定的市场更容易发生严重的金融危机。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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