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Chaos and nonlinear dynamics in financial and nonfinancial time series: Evidence from Finland

机译:金融和非金融时间序列中的混沌和非线性动力学:来自芬兰的证据

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This paper contains a set of tests for nonlinearities in economic time series. The tests comprise both standard diagnostic tests for revealing nonlinearities and some new developments in modelling nonlinearities. The latter test procedures make use of models in chaos theory, so-called long-memory models and some asymmetric adjustment models. Empirical tests are carried out with Finnish monthly data for ten macroeconomic time series covering the period 1920–1994. Test results support unambiguously the notion that there are strong nonlinearities in the data. The evidence for chaos, however, is weak. Nonlinearities are detected not only in a univariate setting but also in some preliminary investigations dealing with a multivariate case. Certain differences seem to exist between nominal and real variables in nonlinear behaviour. Some differences are also detected in terms of short and long-term behaviour.
机译:本文包含一组经济时间序列中的非线性测试。这些测试既包括用于揭示非线性的标准诊断测试,也包括建模非线性的一些新进展。后面的测试过程利用了混沌理论中的模型,即所谓的长内存模型和一些非对称调整模型。对芬兰的每月数据进行了涵盖1920-1994年的十个宏观经济时间序列的实证检验。测试结果明确支持以下观点:数据中存在强烈的非线性。但是,混乱的证据很少。不仅在单变量设置中而且在一些处理多变量情况的初步研究中都检测到非线性。非线性行为中名义变量和实际变量之间似乎存在某些差异。在短期和长期行为方面也发现了一些差异。

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