情绪和汇率有共同的记忆吗?多分式过程建模的应用

Yanyan Yang, Qidi Peng
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引用次数: 0

摘要

我们使用局部持有人规律性的概念来研究欧元/美元汇率过程模式的粗糙度以及相应的投资者情绪动态过程。具体地说,我们使用逐点Holder指数来度量多分数过程的局部Holder正则性。将增量比法推广到多分数布朗运动函数的逐点Holder指数估计中。我们的测试和比较结果表明,汇率和情绪代理的局部持有人规律都是时变的,并且在危机时期更加均匀。更重要的是,与乐观情绪相比,悲观情绪动态过程的粗糙度与欧元/美元汇率的相似性仅略高。这些结果表明,欧元/美元汇率过程和悲观情绪动态过程共享一个共同的平滑模式,这意味着它们共享一个类似的“记忆”模式。
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Do Sentiment and Exchange Rate Share Memories? An Application of Multifractional Process Modeling
We use the notion of local Holder regularity to investigate the roughness of the pattern of EUR/USD exchange rate process as well as the corresponding investor sentiment dynamic process. Specifically, we use the pointwise Holder exponent to measure the local Holder regularity of a multifractional process. This application extends the increment ratio method to estimate the pointwise Holder exponent of multifractional Brownian motion function. Our testing and comparison results show that both the exchange rate and the sentiment proxy's local Holder regularities are time-varying and are more homogeneous during crises periods. More importantly, in contrast to the optimistic sentiment, the roughness of the pessimistic sentiment dynamic process displays only slightly higher similarity to that of EUR/USD exchange rate. These results suggest that the EUR/USD exchange rate process and the pessimistic sentiment dynamic process share a common pattern of smoothness, which implies that they share a similar "memory" pattern.
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