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Information dissipation as an early-warning signal for the Lehman Brothers collapse in financial time series

机译:信息耗散是雷曼兄弟(Lehman Brothers)的预警信号在金融时间序列中崩溃了

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摘要

In financial markets, participants locally optimize their profit which can result in a globally unstable state leading to a catastrophic change. The largest crash in the past decades is the bankruptcy of Lehman Brothers which was followed by a trust-based crisis between banks due to high-risk trading in complex products. We introduce information dissipation length (IDL) as a leading indicator of global instability of dynamical systems based on the transmission of Shannon information, and apply it to the time series of USD and EUR interest rate swaps (IRS). We find in both markets that the IDL steadily increases toward the bankruptcy, then peaks at the time of bankruptcy, and decreases afterwards. Previously introduced indicators such as ‘critical slowing down' do not provide a clear leading indicator. Our results suggest that the IDL may be used as an early-warning signal for critical transitions even in the absence of a predictive model.
机译:在金融市场中,参与者在本地优化其利润,这可能导致全球不稳定的状态,从而导致灾难性的变化。过去几十年来最大的崩溃是雷曼兄弟(Lehman Brothers)破产,随后由于复杂产品的高风险交易,银行之间发生了基于信任的危机。我们基于香农信息的传递引入信息耗散长度(IDL)作为动态系统全球不稳定性的主要指标,并将其应用于美元和欧元利率掉期(IRS)的时间序列。我们发现,在两个市场中,IDL都在朝着破产的方向稳步增长,然后在破产时达到顶峰,然后又下降。先前引入的指标(例如“严重放缓”)没有提供明确的领先指标。我们的结果表明,即使在没有预测模型的情况下,IDL仍可以用作关键过渡的预警信号。

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