共查询到20条相似文献，搜索用时 15 毫秒
1.
We develop a new generalized autoregressive conditional heteroskedasticity (GARCH) model that accounts for the information spillover between two markets. This model is used to detect the usefulness of the CBOE volatility index (VIX) for improving the performance of volatility forecasting and option pricing. We find the significant ability of VIX to predict stock volatility both in-sample and out-of-sample. VIX information also helps to greatly reduce the option pricing error. The proposed volatility spillover GARCH model performs better than the related approaches proposed by Kanniainen et al. (2014, J Bank Finance, 43, pp. 200-211) and P. Christoffersen et al. (2014, J Financ Quant Anal, 49, pp. 663–697). 相似文献
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This study investigated the volatility linkages between energy and agricultural futures, including possible causes for these comovements, such as external macroeconomic and financial shocks during low and high volatility regimes. A combination of Markov-switching regressions and quadrivariate VAR–DCC–GARCH and VAR–BEKK–GARCH modeling revealed that external shocks have an asymmetric effect on the relationship of these assets with higher cross-correlations reported during high volatility regimes. This comovement effect outweighs the substitution effect between energy and agricultural products. Furthermore, the quadrivariate VAR–BEKK–GARCH model provides strong evidence of a bidirectional price volatility spillover between the agricultural and energy markets during periods of high volatility. Overall, the results suggest that energy futures can be effectively used for hedging in a portfolio comprising agricultural futures (and vice versa), while a combination of macroeconomic and financial index futures can serve as an effective hedging tool in investment portfolios comprising both energy and agricultural commodities. 相似文献
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This paper studies the forecasting of volatility index (VIX) and the pricing of its futures by a generalized affine realized volatility model proposed by Christoffersen et al. This model is a weighted average of a GARCH and a pure realized variance (RV) model that incorporates each volatility component into the new dynamics. We rewrite the VIX in terms of both volatility components and then derive closed‐form formulas for the VIX forecasting and its futures pricing. Our empirical studies find that a unification of the GARCH and the RV in the modeling substantially improves the forecasting of this index and the pricing of its futures. 相似文献
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Using an extended LHARG model proposed by Majewski et al. (2015, J Econ, 187, 521–531), we derive the closed-form pricing formulas for both the Chicago Board Options Exchange VIX term structure and VIX futures with different maturities. Our empirical results suggest that the quarterly and yearly components of lagged realized volatility should be added into the model to capture the long-term volatility dynamics. By using the realized volatility based on high-frequency data, the proposed model provides superior pricing performance compared with the classic Heston–Nandi GARCH model under a variance-dependent pricing kernel, both in-sample and out-of-sample. The improvement is more pronounced during high volatility periods. 相似文献
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Yulia Merkoulova 《期货市场杂志》2020,40(5):804-815
Using nonparametric methodology, I find that speculators are successful in taking profitable positions in energy futures markets, although the magnitude of this effect is lower than that found previously for agricultural markets. A plausible explanation for this difference is that price forecasting is more difficult for energy commodities. Moreover, I find that the energy speculators’ returns are due to the existence of the risk premiums rather than to speculators’ forecasting abilities. Futures risk premium is highly time-variant; notably, energy investors’ profits have been very limited in the GFC and post-GFC period, which coincided with the financialization of commodity markets. 相似文献
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The Samuelson hypothesis asserts that futures volatility increases as maturity decreases. On the basis of 10 US commodity futures and by capturing the dynamics of the futures volatility terms structure with three factors, we show that in most markets the slope factor is strongly negative in certain periods and at best only weakly negative in other periods. High inventory levels are found to correspond to flatter volatility term structures in seven futures. This finding is consistent with the linkage between carry arbitrage and the Samuelson hypothesis. We also find that a flatter volatility term structure corresponds to lower absolute futures term premiums. 相似文献
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This paper evaluates the ability of alternative option-implied volatility measures to forecast crude-oil return volatility. We find that a corridor implied volatility measure that aggregates information from a narrow range of option contracts consistently outperforms forecasts obtained by the popular Black–Scholes and model-free volatility expectations, as well as those generated by a realized volatility model. This measure ranks favorably in regression-based tests, delivers the lowest forecast errors under different loss functions, and generates economically significant gains in volatility timing exercises. Our results also show that the Chicago Board Options Exchange's “oil-VIX” index performs poorly, as it routinely produces the least accurate forecasts. 相似文献
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Lan Xiang;Yong Ma;Zhiyu Liu; 《International Review of Finance》2024,24(2):334-343
This paper dissects investor sentiment into two distinct components: structured sentiment and unstructured sentiment, based on their underlying driving factors. Employing an extension of the classic noise trader model, our analysis reveals a negative relationship between market returns and both types of sentiment—structured and unstructured. Additionally, we find a positive association between market volatility and fluctuations in these sentiment components. Furthermore, the impact of fluctuations in unstructured sentiment on market volatility becomes more pronounced as the proportion of noise traders increases. Importantly, our theoretical assertions are robustly supported by empirical data. 相似文献
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This study investigates the impact of uncertainty on the volatility forecasting power of option-implied volatility. Option-implied volatility is a powerful predictor of future volatility, particularly during periods of high uncertainty. This is consistent with option-implied volatility being largely determined by volatility-informed traders (rather than directional traders) when uncertainty is high. New volatility forecasting models that incorporate such interaction outperform benchmark models, both in- and out-of-sample. The new models also better predict future volatility during the 2008 global financial crisis, for which benchmark models perform poorly. The results are robust to alternative choices of benchmark models, loss functions, and estimation windows. 相似文献
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股指期货与股票市场波动性关系的实证研究 总被引：9，自引：0，他引：9
以日本的N225指数期货、韩国KOSPI200指数期货和我国台湾地区证交所加权指数(TWSE)期货作为样本,通过GARCH模型的序列建模,从样本总体和分阶段子样本分别对其股指期货推出与股票市场波动性的关系进行实证检验。结果表明,台湾地区的股票市场引入股指期货后现货市场的波动性并未受到影响,而日本和韩国股票市场在引入股指期货之后其波动性加剧,但这种波动性的加剧仅仅是短期性的,长期内并无影响。 相似文献
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股指期货已发展成为全球金融衍生品主流品种,股指期货定价问题事关市场套利行为,一直备受投资者关注。本文基于投资者情绪视角,运用VAR模型、脉冲响应、方差分解等方法,深入探讨沪深300股指期货定价偏差与投资者情绪的关系。研究发现:投资者情绪与沪深300股指期货定价偏差之间构成因果关系,且呈现正向影响;股指期货定价偏差受投资者情绪影响而长期存在,其对投资者情绪的影响短期效果显著。 相似文献
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This article attempts to shed light on the impact of oil prices, investor sentiment, and conventional index on 11 Islamic indices, particularly during the subprime financial crisis and the oil crisis. Empirical evidence suggests that the Malaysian and Indonesian Islamic indices are very much affected by the oil volatility. Estimation results of the BEKK-GARCH model reveal that the pessimistic sentiment during the subprime crisis is transmitted to Islamic indices, suggesting the herding contagion. The authors' finding indicates that investors can use VIX investor sentiment as an indicator to predict Islamic returns volatility. In addition, the authors find that the oil shock has spilled into Islamic indices. The time-varying correlation indicates strong evidence of the contagion effect of crude oil and investor sentiment measure to Islamic indices during the oil shock and U.S. financial crisis period of 2008–2009. 相似文献
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《Latin American Business Review》2013,14(1):75-90
Abstract The reintroduction of Mexican peso futures contracts in April 1995 resulted from a refocus of governmental policy to the use of market-based mechanisms to stabilize the exchange rate. Interest in the Mexican peso future contracts has been high as investors look to manage their exposure from transactions and investments denominated in pesos. This study utilizes a VAR framework to analyze the relationship between the volatility in the Mexican peso spot market and futures contracts trading activity. Shocks to the exchange rate volatility lead to increased hedg-ing-type activity. Furthermore, an increase in futures contracts trading activity (reflecting additional speculation-type activity) results in a short-run increase in volatility. A Granger Causality test also indicates a statistically significant link between spot price volatility and futures trading activity in the Mexican peso exchange market. RESUMEN La reintroducción de los contratos futuros del peso mexicano en abril de 1995, resultó del nuevo enfoque de la política gubernamental de usar los mecanismos de mercado para estabilizar la tasa cambiaria. Ha habido mucho interés en los contratos futuros del peso mexicano, ya que los inversores buscan administrar su exposición a las transacciones e inversiones denominadas en pesos. Este estudio utiliza el marco del VAR para analizar la relación existente entre la volatilidad del peso mexicano en el mercado spot y la actividad de negociación de los contratos futuros. Los choques sufridos por la volatilidad de la tasa cambiaria resultan en un aumento de las actividades del tipo hedging. Además, un aumento en la actividad de negociación de los contratos futuros (que refleja otras actividades de naturaleza especulativa) provoca, a corto plazo, un aumento en la volatilidad. Una prueba Granger Causality también indica un vínculo estadísticamente significativo entre la volatilidad del precio spot y la actividad de negociación del mercado futuro en el mercado cambiario del peso mexicano. RESUMO A reintrodução dos contratos futuros em peso mexicano, em abril de 1995, foi o resultado de uma revisão da política governamental, em relação ao uso dos mecanismos baseados no mercado para estabilizar a taxa de câmbio. Os juros dos contratos futuros, em peso mexicano, foram altos, devido ao cuidado dos investidores em administrar o risco das transaç[otilde]es e dos investimentos efetuados em pesos. Este estudo utiliza a estrutura VAR, para analisar o relacionamento entre a volatilidade do mercado local, em peso mexicano, e a atividade comercial de contratos futuros. Choques aplicados à volatilidade da taxa de câmbio contribuíram para o aumento das atividades típicas de hedging. Além disso, um crescimento da atividade comercial de contratos futuros (refletindo uma atividade basicamente especulativa) ocasiona um rápido aumento na volatilidade. O teste Granger Causality indica, também, um vínculo estatístico significativo entre a volatilidade do preço local e a atividade comercial de futuros no mercado cambial do peso mexicano. 相似文献
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Adrian Fernandez-Perez Bart Frijns Ilnara Gafiatullina Alireza Tourani-Rad 《期货市场杂志》2019,39(5):612-631
This study develops a dairy implied volatility index (DVIX), derived from New Zealand Exchange traded options on whole milk powder (WMP) futures. We document an inverse return–volatility relation which is asymmetric, where increases in WMP futures prices are associated with larger absolute changes in the DVIX than decreases. In sample, the results strongly suggest that the DVIX has a high information content regarding conditional variance and that the inclusion of historical information further improves the predictive power. Out of sample, we find that the DVIX provides substantial information about future realized volatility. We also document that a combination of historical volatility and the DVIX provides the best out-of-sample forecasts. 相似文献
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我国期货市场的波动性与有效性--基于三大交易市场的实证分析 总被引：21，自引：0，他引：21
通过对中国三大期货市场的铜、黄豆和小麦三种主要期货品种收益率的分布与波动性的实证分析 ,论证了其时间序列存在ARCH效应 ;运用GARCH模型对这三种期货品种进行了拟合分析和统计检验 ,检验结果表明这三个期货品种的波动性均具有很高的持续性 ,但大连黄豆的波动持续性弱于上海铜和郑州小麦 ,其波动性受各种外部冲击的影响较大 ;通过GARCH( 1 ,1 )的市场有效性检验 ,论证了中国期货市场尚未达到弱式有效 ,市场风险较大。 相似文献
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This paper studies the volatility dynamics of futures contracts on crude oil, natural gas, and gasoline. An appropriate Bayesian model comparison exercise between seven stochastic volatility (SV) models is estimated using daily prices for our futures contracts between 2005 and 2023. Moreover, to assess the impacts of COVID-19 and the Russia–Ukraine conflict on volatility, we analyze these two subsamples. Overall, we find that: (i) the Bayes factor shows that the SV model with
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With option-implied volatility indices, we identify networks of global volatility spillovers and examine time-varying systemic risk across global financial markets. The U.S. stock market is the center of the network and plays a dominant role in the spread of volatility spillover to other markets. The global systemic risks have intensified since the Federal Reserve exited from quantitative easing, hiked interest rate, and shrank its balance sheet. We further show that the U.S. monetary tightening is an important catalyst for the intensifying global systemic risk. Our findings highlight the pernicious effects of monetary tightening after an era of cheap money. 相似文献
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文章基于网络分析和QAP方法,利用中国省际面板数据,对我国碳排放的空间网络关联特征及其影响因素进行研究。结果表明：样本期间内,我国碳排放空间网络整体结构较为稳定、联系较为密切;上海、北京、天津等处在网络的中心位置,发挥着中介作用;环渤海等地区属于“双向溢出”板块,江浙沪等属于“净受益”板块,新疆等资源丰富地区和中部地区为“净溢出”板块,东北和西北等地区属于“经纪人”板块;碳排放的溢出效应具有传递特征;空间邻接关系、能源消耗差异和城镇人口差异对碳排放空间关联关系产生显著的影响,产业结构差异和消费水平差异在一定程度上也影响着该网络的关联关系;区域间能源消耗和城镇人口相似性越高,省份之间碳排放的空间关联和溢出越大。最后,针对实证研究给出结论和建议。 相似文献