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Modelling volatility dependence with score copula models 用score copula模型模拟波动性相关性
IF 0.8 4区 经济学 Q3 ECONOMICS Pub Date : 2022-10-07 DOI: 10.1515/snde-2022-0006
Willy Alanya-Beltran
Abstract I study score-driven models for modelling high persistence dependence between financial volatility series. I model this persistence dependence with two components, one for the long memory and the other for the short-term process. The addition of components offers a parsimonious solution for modelling high persistence and also allows for a short-term component for the transient shocks. I apply the model to emerging equities in the Americas. The estimates are robust to the advent of the pandemic. In addition, data resampling and marginal alternatives deliver similar parameter estimates. The proposed two-component model improves the in-sample diagnostics and generates more accurate out-of-sample forecasts.
摘要研究了金融波动序列间高持续性依赖的得分驱动模型。我用两个组件对这种持久性依赖进行建模,一个用于长期记忆,另一个用于短期过程。组件的添加为建模高持久性提供了一个简洁的解决方案,并且还允许为瞬态冲击提供一个短期组件。我将这个模型应用于美洲的新兴市场股票。这些估计对于大流行的到来是可靠的。此外,数据重采样和边际替代方案提供了类似的参数估计。所提出的双分量模型改进了样本内诊断,并产生了更准确的样本外预测。
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引用次数: 0
On determination of the number of factors in an approximate factor model 关于近似因子模型中因子数量的确定
IF 0.8 4区 经济学 Q3 ECONOMICS Pub Date : 2022-10-03 DOI: 10.1515/snde-2020-0055
Jinshan Liu, Jiazhu Pan, Qiang Xia, Li Xiao
Abstract This paper proposes a ridge-type method for determining the number of factors in an approximate factor model. The new estimator of factor number is obtained by maximizing both the ratio of two adjacent eigenvalues and the cumulative contribution rate of the factors which represents the explanatory power of the common factors for response variables. Our estimator is proved to be as asymptotically consistent as those in (Ahn, S., and A. Horenstein. 2013. “Eigenvalue Ratio Test for the Number of Factors.” Econometrica 81: 1203–27). But Monte Carlo simulation experiments show our method has better correct selection rates in finite sample cases. A real data example is given for illustration.
摘要本文提出了一种确定近似因子模型中因子数量的岭型方法。因子数的新估计量是通过最大化两个相邻特征值的比率和表示公共因子对响应变量的解释力的因子的累积贡献率来获得的。我们的估计量被证明与(Ahn,S.,and A.Horenstein.2013)中的估计量一样渐近一致。“因素数量的特征值比率检验”,计量经济学81:1203-27)。但蒙特卡罗模拟实验表明,在有限样本情况下,我们的方法具有更好的正确选择率。文中给出了一个实际数据实例。
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引用次数: 0
Does real interest rate parity really work? Historical evidence from a discrete wavelet perspective 实际利率平价真的有效吗?离散小波视角下的历史证据
IF 0.8 4区 经济学 Q3 ECONOMICS Pub Date : 2022-09-28 DOI: 10.1515/snde-2021-0067
Mahdi Ghaemi Asl, G. Canarella, S. Miller, Hamid Reza Tavakkoli
Abstract We test for real interest rate parity using data from six European countries (France, Germany, Italy, the Netherlands, Spain, and the United Kingdom), Japan, and the United States over a period of more than two centuries. Our contribution is threefold. First, we implement a wavelet-based analysis, which examines both frequency and time information contained in a time series. Second, we employ the United States, the United Kingdom, and Germany as alternative base countries in the wavelet regressions to ascertain the sensitivity of the results to the choice of the base country. Third, we test the real interest rate parity over the entire period (1800–2018) and for several non-contiguous subperiods that hold historical significance and relative importance. Three subperiods link to the three globalization waves (1870–1914, 1944–1971, and 1989–2018), and four subperiods connect to the exchange rate regimes. The wavelet-based results suggest that the validity of the real interest rate parity is scale-dependent. The specific evidence in most cases supports the parity at lower frequencies but not at higher frequencies, which is consistent with the idea that the purchasing power parity and uncovered interest parity, the two main ingredients of the real interest rate parity, are mostly valid in the long run.
摘要我们使用六个欧洲国家(法国、德国、意大利、荷兰、西班牙和英国)、日本和美国在两个多世纪的数据来测试实际利率平价。我们的贡献有三方面。首先,我们实现了基于小波的分析,它检查时间序列中包含的频率和时间信息。其次,我们在小波回归中使用美国、英国和德国作为替代基准国,以确定结果对基准国选择的敏感性。第三,我们测试了整个时期(1800–2018)以及具有历史意义和相对重要性的几个非连续子时期的实际利率平价。三个子周期与三次全球化浪潮(1870–1914、1944–1971和1989–2018)有关,四个子周期与汇率制度有关。基于小波的结果表明,实际利率平价的有效性与规模有关。在大多数情况下,具体证据支持低频率平价,但不支持高频率平价,这与购买力平价和未覆盖利率平价这两个实际利率平价的主要组成部分从长远来看大多有效的观点一致。
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引用次数: 0
Middle-income traps and complexity in economic development 中等收入陷阱与经济发展的复杂性
IF 0.8 4区 经济学 Q3 ECONOMICS Pub Date : 2022-09-06 DOI: 10.1515/snde-2021-0100
Taka-aki Asano, Akihisa Shibata, M. Yokoo
Abstract In this paper, we develop a simple multi-technology overlapping generations model that exhibits a wide variety of economic development patterns. In particular, our numerical simulations demonstrate that for a given set of parameter values, various types of development patterns such as the middle-income trap, the poverty trap, periodic or chaotic fluctuations, and high-income paths can coexist, and which pattern is realized depends only on the initial value of capital. For another set of parameter values, we show that, due to the pinball effect, an economy starting at a middle-income level can take off to the high-income state or get caught in the poverty trap in a seemingly random way after undergoing transient chaotic motions. Our results can explain observed complicated patterns of economic development in a unified manner.
摘要在本文中,我们开发了一个简单的多技术重叠世代模型,该模型展示了各种各样的经济发展模式。特别是,我们的数值模拟表明,对于给定的一组参数值,中等收入陷阱、贫困陷阱、周期性或混乱波动以及高收入路径等各种类型的发展模式可以共存,而实现哪种模式只取决于资本的初始值。对于另一组参数值,我们发现,由于弹球效应,一个从中等收入水平开始的经济体在经历短暂的混乱运动后,可能会以看似随机的方式进入高收入状态或陷入贫困陷阱。我们的研究结果可以统一地解释观察到的复杂的经济发展模式。
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引用次数: 2
Uncertainty and realized jumps in the pound-dollar exchange rate: evidence from over one century of data 英镑兑美元汇率的不确定性和已实现的跳跃:来自一个多世纪数据的证据
IF 0.8 4区 经济学 Q3 ECONOMICS Pub Date : 2022-08-10 DOI: 10.1515/snde-2020-0083
Konstantinos Gkillas, Rangan Gupta, Dimitrios Vortelinos
Abstract We study the importance of economic uncertainty so as to predict realized jumps (hereafter jumps) in the pound-dollar exchange rate. The empirical analysis covers the time period from February 1900 to May 2018 on a monthly basis, incorporating several market states, including various booms and crashes. First, we apply a standard linear Granger causality test in order to identify causal effects from economic uncertainty to jumps. We show that the standard linear Granger causality test fails to capture such casual effects. Providing the misspecification of the linear model, we next make use of a nonparametric causality-in-quantiles test. This test allows us to take into account the substantial evidence of nonlinearity along with the structural breaks between economic uncertainty and jumps. In applying this data-driven robust procedure, we find strong evidence of uncertainty causing jumps of the dollar-pound exchange rate. These results are robust over the entire conditional distribution of jumps, exhibiting the strongest impact at the lowest conditional quantiles considered. In addition, our results are generally found to be robust to alternative measures of uncertainty, jumps generated at a daily frequency based on shorter samples of intraday data, and across three other dollar-based exchange rates.
摘要:本文研究经济不确定性的重要性,以预测英镑兑美元汇率的已实现跳跃(以下简称跳跃)。该实证分析涵盖了从1900年2月到2018年5月的时间段,包括几个市场状态,包括各种繁荣和崩溃。首先,我们应用标准的线性格兰杰因果检验,以确定经济不确定性对跳跃的因果影响。我们表明,标准的线性格兰杰因果检验未能捕捉到这种偶然效应。提供线性模型的错误说明,我们接下来使用非参数分位数因果关系检验。这个测试允许我们考虑非线性的实质性证据以及经济不确定性和跳跃之间的结构性断裂。在应用这一数据驱动的稳健程序时,我们发现了强有力的证据,证明不确定性导致美元英镑汇率跳升。这些结果在跳跃的整个条件分布上是稳健的,在考虑的最低条件分位数上表现出最强的影响。此外,我们的结果通常被发现对于不确定性的替代度量是稳健的,基于较短的日内数据样本以每日频率产生的跳跃,以及其他三种基于美元的汇率。
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引用次数: 0
Augmenting the Realized-GARCH: the role of signed-jumps, attenuation-biases and long-memory effects 增强已实现GARCH:符号跳跃、衰减偏差和长记忆效应的作用
IF 0.8 4区 经济学 Q3 ECONOMICS Pub Date : 2022-08-10 DOI: 10.1515/snde-2020-0131
I. Papantonis, Leonidas S. Rompolis, Elias Tzavalis, Orestis Agapitos
Abstract This paper extends the Realized-GARCH framework, by allowing the conditional variance equation to incorporate exogenous variables related to intra-day realized measures. The choice of these measures is motivated by the so-called heterogeneous auto-regressive (HAR) class of models. Our augmented model is found to outperform both the Realized-GARCH and the various HAR models in terms of in-sample fitting and out-of-sample forecasting accuracy. The new model specification is examined under alternative parametric density assumptions for the return innovations. Non-normality seems to be very important for filtering the return innovations to which variance responds and helps significantly upon the prediction performance of the suggested model.
摘要本文扩展了Realized GARCH框架,允许条件方差方程包含与日内实现度量相关的外生变量。这些度量的选择是由所谓的异构自回归(HAR)类模型驱动的。我们的增广模型在样本内拟合和样本外预测精度方面都优于Realized GARCH和各种HAR模型。在回报创新的替代参数密度假设下,对新的模型规范进行了检查。非正态性似乎对于过滤方差所响应的回报创新非常重要,并且对所建议模型的预测性能有很大帮助。
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引用次数: 1
Score-driven multi-regime Markov-switching EGARCH: empirical evidence using the Meixner distribution 分数驱动的多状态马尔可夫切换EGARCH:使用Meixner分布的经验证据
IF 0.8 4区 经济学 Q3 ECONOMICS Pub Date : 2022-07-21 DOI: 10.1515/snde-2021-0101
Szabolcs Blazsek, M. Haddad
Abstract In this paper, statistical and volatility forecasting performances of the non-path-dependent score-driven multi-regime Markov-switching (MS) exponential generalized autoregressive conditional heteroskedasticity (EGARCH) models are explored. Three contributions to the existing literature are provided. First, we use all relevant score-driven distributions from the literature - namely, the Student’s t-distribution, general error distribution (GED), skewed generalized t-distribution (Skew-Gen-t), exponential generalized beta distribution of the second kind (EGB2), and normal-inverse Gaussian (NIG) distribution. We then introduce the score-driven Meixner (MXN) distribution-based EGARCH model to the literature on score-driven models. Second, proving the sufficient conditions of the asymptotic properties of the maximum likelihood (ML) estimator for non-path-dependent score-driven MS-EGARCH models is an unsolved problem. We provide a partial solution to that problem by proving necessary conditions for the asymptotic theory of the ML estimator. Third, to the best of our knowledge, this work includes the largest number of international stock indices from the G20 countries in the literature, covering the period of 2000–2022. We provide a discussion on the major events which caused common or non-common switching to the high-volatility regime for the G20 countries. The statistical performance and volatility forecasting results support the adoption of score-driven MS-EGARCH for the G20 countries.
摘要本文研究了非路径依赖分数驱动的多区间马尔可夫开关(MS)指数广义自回归条件异方差(EGARCH)模型的统计和波动率预测性能。提供了对现有文献的三个贡献。首先,我们使用文献中所有相关的分数驱动分布,即学生t分布、一般误差分布(GED)、偏态广义t分布(Skew-Gen-t)、第二类指数广义beta分布(EGB2)和正态反高斯分布(NIG)。然后,我们将基于分数驱动的mexner (MXN)分布的EGARCH模型引入到分数驱动模型的文献中。其次,证明非路径依赖分数驱动的MS-EGARCH模型的最大似然估计量渐近性质的充分条件是一个尚未解决的问题。通过证明ML估计量渐近理论的必要条件,给出了该问题的部分解。第三,据我们所知,这项工作包括了文献中最多的G20国家的国际股票指数,涵盖了2000-2022年期间。我们将讨论导致G20国家普遍或非普遍转向高波动机制的重大事件。统计绩效和波动性预测结果支持在G20国家采用评分驱动的MS-EGARCH。
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引用次数: 2
Clean energy consumption and economic growth in China: a time-varying analysis 中国清洁能源消费与经济增长的时变分析
IF 0.8 4区 经济学 Q3 ECONOMICS Pub Date : 2022-07-15 DOI: 10.1515/snde-2020-0136
Pejman Bahramian, Andisheh Saliminezhad, Sami Fethi
Abstract Assessing the causal relationships between clean energy consumption and economic growth in China, a central actor in the world’s climate future, have received considerable attention among scholars. However, due to the lack of methodological rigour in the causality analysis, available literature failed to provide solid inferences on the links between the variables. Therefore, this study aims to re-examine the variables’ dynamic linkages with a more well-established approach from 1965 to 2020. We use a time-varying framework that relaxes the assumption of parameter stability, a remarkable feature that distinguishes our paper from the previous studies. Utilizing the conventional Granger causality test, we fail to detect causation between the variables. However, the evidence of substantial time variation in the causal relationships implies that the standard framework’s inference is unreliable. The findings of our time-varying analysis indicate different forms of causality flows in various subperiods. This can be a dependable reason for China to follow its enhanced carbon neutrality target safely. The results of our study also emphasize the significance of considering time-varying causality tests to avoid the risk of misleading inferences.
摘要作为世界气候未来的核心参与者,评估中国清洁能源消费与经济增长之间的因果关系受到了学者们的极大关注。然而,由于因果关系分析缺乏方法上的严谨性,现有文献未能对变量之间的联系提供可靠的推断。因此,本研究旨在从1965年到2020年,用一种更成熟的方法重新审视变量的动态联系。我们使用了一个时变框架,该框架放松了参数稳定性的假设,这是我们的论文与先前研究的显著区别。利用传统的格兰杰因果关系检验,我们无法检测变量之间的因果关系。然而,因果关系中大量时间变化的证据表明,标准框架的推断是不可靠的。我们的时变分析结果表明,在不同的子周期中存在不同形式的因果关系流。这可能是中国安全实现碳中和目标的可靠理由。我们的研究结果还强调了考虑时变因果关系检验的重要性,以避免误导性推断的风险。
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引用次数: 0
On the nonlinear relationships between shadow economy and the three pillars of sustainable development: new evidence from panel threshold analysis 影子经济与可持续发展三大支柱的非线性关系——基于面板阈值分析的新证据
IF 0.8 4区 经济学 Q3 ECONOMICS Pub Date : 2022-07-14 DOI: 10.1515/snde-2021-0099
Sami Saafi, Ridha Nouira, Nadia Assidi
Abstract Most previous studies that examined the relationship between the size of shadow economy and the pillars of sustainable development maintained that this relationship is linear. This paper provides an empirical contribution to the literature by arguing that this relationship is likely to be nonlinear, and it might be subject to threshold effects. For this purpose, in addition to the static threshold panel model of Hansen (1999. “Threshold Effects in Non-dynamic Panels: Estimation, Testing, and Inference.” Journal of Econometrics 93 (2): 345–68), the dynamic panel threshold model suggested by Seo and Shin (2016. “Dynamic Panels with Threshold Effect and Endogeneity.” Journal of Econometrics 195 (2): 169–86) has been applied to a larger panel-data set covering 83 developed and developing countries over the 1996–2017 period. Empirical results from both models yield evidence advocating the existence of threshold effects of the shadow economy on the economic, social, and environmental dimensions of sustainable development for the global sample as well as the sub-samples of developed and developing countries. Moreover, for the global sample and developing countries, our findings show that shadow economy would spoil the three sustainable development pillars only when its size exceeds a certain threshold critical size. While, the impact for developed countries was found negative even for low levels of underground activities. These finding are shown to be robust to alternative proxies for the size of the shadow economy and have important policy implications, especially for developing countries. In these countries, a moderate size of the shadow economy might have positive spillovers on long-term growth and sustainable development. Our research also suggests that, for developing and developed countries to achieve sustainable goal 8.3, the extent of the shadow activities should be taken into account.
摘要以前大多数研究影子经济规模与可持续发展支柱之间的关系的研究都认为这种关系是线性的。本文通过论证这种关系可能是非线性的,并且可能受到阈值效应的影响,为文献提供了实证贡献。为此,除了Hansen(1999。“非动态面板中的阈值效应:估计、测试和推断”,《计量经济学杂志》93(2):345–68),Seo和Shin(2016)提出的动态面板阈值模型。“具有阈值效应和内生性的动态面板”。《计量经济学杂志》195(2):169-86)已应用于1996-2017年间覆盖83个发达国家和发展中国家的更大面板数据集。这两个模型的实证结果都表明,影子经济对全球样本以及发达国家和发展中国家的子样本的可持续发展的经济、社会和环境层面存在阈值效应。此外,对于全球样本和发展中国家,我们的研究结果表明,只有当影子经济的规模超过一定的临界阈值时,它才会破坏三大可持续发展支柱。然而,即使地下活动水平较低,对发达国家的影响也是负面的。这些发现被证明对影子经济规模的替代指标是稳健的,并具有重要的政策影响,尤其是对发展中国家。在这些国家,适度规模的影子经济可能会对长期增长和可持续发展产生积极的溢出效应。我们的研究还表明,为了让发展中国家和发达国家实现可持续目标8.3,应该考虑到影子活动的程度。
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引用次数: 4
Panel data models with two threshold variables 具有两个阈值变量的面板数据模型
IF 0.8 4区 经济学 Q3 ECONOMICS Pub Date : 2022-07-08 DOI: 10.1515/snde-2020-0048
Arturo Lamadrid-Contreras, N. Ramírez-Rondán
Abstract We develop threshold estimation methods for panel data models with two threshold variables and individual fixed specific effects covering short time periods. In the static panel data model, we propose least squares estimation of the threshold and regression slopes using fixed effects transformations; while in the dynamic panel data model, we propose maximum likelihood estimation of the threshold and slope parameters using first difference transformations. In both models, we propose to estimate the threshold parameters sequentially. We apply the methods to a 15-year sample of 565 U.S. firms to test whether financial constraints affect investment decisions.
我们开发了具有两个阈值变量和单个固定特定效应的面板数据模型的阈值估计方法,这些模型覆盖了短时间。在静态面板数据模型中,我们提出使用固定效应变换对阈值和回归斜率进行最小二乘估计;而在动态面板数据模型中,我们使用一阶差分变换提出阈值和斜率参数的最大似然估计。在这两个模型中,我们都建议按顺序估计阈值参数。我们将这些方法应用于565家美国公司的15年样本,以测试财务约束是否影响投资决策。
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引用次数: 0
期刊
Studies in Nonlinear Dynamics and Econometrics
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