小波预滤波指数回归的递归量化分析

Antonios Antoniou, Costas E. Vorlow
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引用次数: 19

摘要

本文研究了金融时间序列中存在的非随机的、可能是非线性的确定性动力周期。非线性动力学的证据显示,在去噪的每日股票市场指数回报六个国家结合递归量化分析(RQA):见Zbilut和Webber (J. appll。物理学报,76(2)(1994)965))和小波滤波。定量和定性结果表明,通过小波预滤波可以更清楚地了解收益产生过程的潜在动态结构。我们的结果还表明存在高维确定性动力学、不稳定周期轨道和混沌。
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Recurrence Quantification Analysis of Wavelet Pre-Filtered Index Returns
In this paper we investigate for the presence of non-stochastic, possibly nonlinear deterministic dynamical cycles in financial time series. Evidence of nonlinear dynamics is revealed in denoised daily stock market index returns for six countries by combining Recurrence Quantification Analysis (RQA: see Zbilut and Webber (J. Appl. Phys. 76(2) (1994) 965)) and wavelet filtering. Quantitative and qualitative results indicate that through wavelet pre-filtering we can obtain a clearer view of the underlying dynamical structure of returns generating processes. Our results also suggest the existence of high dimensional deterministic dynamics, unstable periodic orbits and chaos.
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