• Title/Summary/Keyword: asymmetric GARCH

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On Asymmeticity for Power Transformed TARCH Model

  • Kim, Sahm-Yong;Lee, Sung-Duck;Jeong, Ae-Ran
    • Journal of the Korean Data and Information Science Society
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    • v.16 no.2
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    • pp.271-281
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    • 2005
  • Zokian(1993) and Li and Li(1996) developed TARCH(Threshold ARCH) model, considering the asymmetries in volatility. The models are based on Engle(1982)'s ARCH model and Bollerslev(1986)'s GARCH model. However, two TARCH models can be expressed a common model through Box Cox Power transformation, which was used by Higgins and Bera(1992) for developing NARCH(nonlinear ARCH) model. This article shows the PTARCH(Power transformation TARCH) model is necessary in some condition, and it checks the fact that PTARCH model has better performance comparing estimates and RMSE(Root Mean Square Error) with those of Zakoian's TARCH model and Li and Li's TARCH model. PTARCH model would give contribution in asymmetric study as well as heteroscedastic study.

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Quantile Dependence between Foreign Exchange Market and Stock Market: The Case of Korea

  • Han, Heejoon;Lee, Na Kyeong
    • East Asian Economic Review
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    • v.20 no.4
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    • pp.519-544
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    • 2016
  • This paper examines quantile dependence and directional predictability between the foreign exchange market and the stock market in Korea. Instead of adopting a multivariate model such as a vector autoregressive model, a multivariate GARCH model or a combination of both models, we apply the cross-quantilogram recently proposed by Han et al. (2016). Considering various quantile ranges, we investigate various spillover effects between two markets. Our findings show that there exists an asymmetric bi-directional spillover between two markets and the interdependence between two markets implies that one market has significant predictive power on the other.

Information Spillover Effects among the Stock Markets of China, Taiwan and Hongkon (국제주식시장의 정보전이효과에 관한 연구 : 중국, 대만, 홍콩을 중심으로)

  • Yoon, Seong-Min;Su, Qian;Kang, Sang Hoon
    • International Area Studies Review
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    • v.14 no.3
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    • pp.62-84
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    • 2010
  • Accurate forecasting of volatility is of considerable interest in financial volatility research, particularly in regard to portfolio allocation, option pricing and risk management because volatility is equal to market risk. So, we attempted to delineate a model with good ability to forecast and identified stylized features of volatility, with a focus on volatility persistence or long memory in the Australian futures market. In this context, we assessed the long-memory property in the volatility of index futures contracts using three conditional volatility models, namely the GARCH, IGARCH and FIGARCH models. We found that the FIGARCH model better captures the long-memory property than do the GARCH and IGARCH models. Additionally, we found that the FIGARCH model provides superior performance in one-day-ahead volatility forecasts. As discussed in this paper, the FIGARCH model should prove a useful technique in forecasting the long-memory volatility in the Australian index futures market.

The Relationship among Returns, Volatilities, Trading Volume and Open Interests of KOSPI 200 Futures Markets (코스피 200 선물시장의 수익률, 변동성, 거래량 및 미결제약정간의 관련성)

  • Moon, Gyu-Hyen;Hong, Chung-Hyo
    • The Korean Journal of Financial Management
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    • v.24 no.4
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    • pp.107-134
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    • 2007
  • This paper tests the relationship among returns, volatilities, contracts and open interests of KOSPI 200 futures markets with the various dynamic models such as granger-causality, impulse response, variance decomposition and ARMA(1, 1)-GJR-GARCH(1, 1)-M. The sample period is from July 7, 1998 to December 29, 2005. The main empirical results are as follows; First, both contract change and open interest change of KOSPI 200 futures market tend to lead the returns of that according to the results of granger-causality, impulse response and variance decomposition with VAR. These results are likely to support the KOSPI 200 futures market seems to be inefficient with rejecting the hypothesis 1. Second, we also find that the returns and volatilities of the KOSPI 200 futures market are effected by both contract change and open interest change of that due to the results of ARMA(1,1)-GJR-GARCH(1,1)-M. These results also reject the hypothesis 1 and 2 suggesting the evidences of inefficiency of the KOSPI 200 futures market. Third, the study shows the asymmetric information effects among the variables. In addition, we can find the feedback relationship between the contract change and open interest change of KOSPI 200 futures market.

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A study on the Linkage of Volatility in Stock Markets under Global Financial Crisis (글로벌 금융위기하에서 주식시장 변동성의 연관성에 대한 연구)

  • Lee, Kyung-Hee;Kim, Kyung-Soo
    • Management & Information Systems Review
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    • v.33 no.1
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    • pp.139-155
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    • 2014
  • This study is to examine the linkage of volatility between changes in the stock market of India and other countries through the integration of the world economy. The results were as follows: First, autocorrelation or serial correlation did not exist in the classic RS model, but long-term memory was present in the modified RS model. Second, unit root did not exist in the unit root test for all periods, and the series were a stable explanatory power and a long-term memory with the normal conditions in the ARFIMA model. Third, in the multivariate asymmetric BEKK and VAR model before the financial crisis, it showed that there was a strong influence of the own market of Taiwan and UK in the conditional mean equation, and a strong spillover effect from Japan to India, from Taiwan to China(Korea, US), from US(Japan) to UK in one direction. In the conditional variance equation, GARCH showed a strong spillover effect that indicated the same direction as the result of ARCH coefficient of the market itself. Asymmetric effects in three home markets and between markets existed. Fourth, after the financial crisis, in the conditional mean equation, only the domestic market in Taiwan showed strong influences, and strong spillover effects existed from India to US, from Taiwan to Japan, from Korea to Germany in one direction. In the conditional variance equation, strong spillover effects were the same as the result of the pre-crisis and asymmetric effect in the domestic market in UK was present, and one-way asymmetric effect existed in Germany from Taiwan. Therefore, the results of this study presented the linkage between the volatilities of the stock market of India and other countries through the integration of the world economy, observing and confirming the asymmetric reactions and return(volatility) spillover effects between the stock market of India and other countries.

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An Empirical Study of Asymmetric Volatility Based on Market Situation in the Korean Stock Market (한국주식시장의 시장상황별 비대칭적 변동성에 관한 실증연구)

  • Oh, Hyun-Tak;Lee, Heon-Sang;Lee, Chi-Song
    • The Korean Journal of Financial Management
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    • v.17 no.1
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    • pp.45-65
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    • 2000
  • 본 논문은 시장상황별 주식시장의 제 현상이 상이하다는 점을 고려하여 한국주식시장에서 시장 상승기(bull market)와 시장 하락기(bear market)에 대한 주식수익률 분포의 특성을 파악하고, 음의 수익률충격에 대한 비대칭적 변동성과 시장이상현상들 중 하나인 요일효과를 시장 상황별로 실증분석하였다. 본 논문에 사용된 자료는 1990년 1월 3일부터 1997년 3월 31일 동안의 한국종합주가지수 및 자본금 규모별로 대형주지수, 중형주지수, 소형주지수의 명목수익률로 전환된 일별자료이다. 시장상황별 분석을 위하여 시장 상승기와 하락기에 따라 3기의 하위기간으로 구분하여 분석하였다. 분석에 사용된 모형은 EGARCH모형과 수정된 GARCH모형인 GJR모형이다. 분석결과 시장하락기인 하부기간1과 하부기간3에서 음의 수익률충격에 대한 비대칭적 변동성이 강하게 나타나지만 시장상승기인 2기간에는 비대칭적 변동성반응이 나타나지 않았다. 이는 주식시장이 상승국면일 때보다는 하락국면일 때 나쁜 뉴스에 대해 훨씬 민감하게 반응하는 결과이다. 또한 한국주식시장에서 월요일의 수익률이 시장하락기에 음의 수익률을 보이지만 통계적 유의성은 없었으며, 반면에 시장이 상승기인 하부기간2에서는 월요일과 수요일에 통계적 유의성이 매우 큰 양의 값을 나타냈다.

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Information Arrival between Price Change and Trading Volume in Crude Palm Oil Futures Market: A Non-linear Approach

  • Go, You-How;Lau, Wee-Yeap
    • The Journal of Asian Finance, Economics and Business
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    • v.3 no.3
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    • pp.79-91
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    • 2016
  • This paper is the first of its kind using a non-linear approach based on cross-correlation function (CCF) to investigate the information arrival hypothesis in crude palm oil (CPO) futures market. Based on daily data from 1986 to 2010, our empirical results reveal that: First, the volume of volatility is not a proxy of information flow. Second, dependence causality running from current return to future volume in conditional variance exhibit an asymmetric pattern of time span with different signs of correlation between price and volume series. This finding indicates the presence of noise traders' hypothesis of price-volume interaction in CPO futures market. Both findings suggest that this futures market is weak-form inefficiency. In terms of investors' behavior, they tend to change their expectations on current return based on errors made in previous trade in generating abnormal volume in the subsequent period. As implied, it is advisable for the investors devise their future trading strategies according to time span and changes of return.

Reassessment of Volatility Transmission Among South Asian Equity Markets

  • AZIZ, Tariq;MARWAT, Jahanzeb;MUSTAFA, Sheraz;KUMAR, Vikesh;AL-HADDAD, Lara
    • The Journal of Asian Finance, Economics and Business
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    • v.8 no.1
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    • pp.587-597
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    • 2021
  • This study investigates the nexus among the South Asian economies. Effects of shocks in the equity market of one country on the equity market of the other country are examined. For empirical analysis, the time series monthly data is used for the period from February 2013 to August 2019. The study focuses on the four larger economies of the region, namely, India, Bangladesh, Pakistan, and Sri Lanka. To investigate for asymmetric effects of positive and negative shocks, EGARCH model is used. The findings show the mix nature of the spillovers between the various pairs of countries. The equity market of Pakistan has two-way spillover effects with the equity market of Bangladesh, but has no association with the equity markets of India and Sri Lanka. The volatility in the equity market of India significantly influences the volatility of the financial markets of Bangladesh and Sri Lanka. Similarly, the capital market of Sri Lanka has a negative association with the equity market of India as well as Bangladesh, but does not affect the equity market of any other country. These findings validate the argument in the literature that geographic location influences the nexus among equity markets. The findings are important for policy-makers and investors.

An Effect of Volatility of Crude Oil Price on Asymmetry of Domestic Gasoline Price Adjustment (국제 유가 변동성이 국내 휘발유 가격 비대칭성에 미치는 영향)

  • Nam-Jae Kim;Hyung-Gun Kim
    • Asia-Pacific Journal of Business
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    • v.14 no.1
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    • pp.351-364
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    • 2023
  • Purpose - This study examines the effects of Dubai oil price and the volatility on the asymmetry of domestic gasoline price adjustment. Additionally, the study investigates the effects of "Altteul" gas-station and tax-cut policies on asymmetry. Design/methodology/approach - Firstly, the study calculates proxies for asymmetry and volatility of each window(every 3-month) by error-correction model and GARCH(1, 1) using daily domestic gas price and Dubai oil price from 2008/04/15 to 2022/12/31. Secondly, the study investigates the effects of the increasing rate of Dubai oil price, volatility, "Altteul" gas-station and tax-cut policies on asymmetry. The autoregressive distributed lag regression model is employed for estimations. Findings - The study finds that changes in the increasing rate of Dubai oil price and both types of volatility of Dubai oil price increase asymmetry. While "Altteul" gas-station and tax-cut policies decrease asymmetry. Additionally, the study fails to find that asymmetry in the Korean gasoline market in the estimation with total observations. Research implications or Originality - An increase in Dubai oil price volatility means an increase in cost uncertainty for gas-station owners. Since cost uncertainty is a kind of financial risk, the increase in volatility reinforces the asymmetry. The study provides supporting evidence for the idea.

Bitcoin(Gold)'s Hedge·Safe-Haven·Equity·Taxation (비트코인(금)의 헷지·안전처·공평성·세제 소고)

  • Hwang, Y.
    • The Journal of Society for e-Business Studies
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    • v.23 no.3
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    • pp.13-32
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    • 2018
  • Btcoin has made a big progress through anonymity, decentralized authority, sharing economy, multi-ledger book-keeping, block-technology and the convenient financial vehicle. Bitcoin has the characteristics of mining and supply by decentralized suppliers, limited supply quantity and the partial money-like function as well as gold. The paper studies the hedge and safe-haven of Bitcoin and gold on daily frequency data over the period of July 20, 2010-Dec. 27, 2017 employing Asymmetric Vector GARCH. It finds that gold has the hedge and safe-haven against inflation and capital markets while Bitcoin has the weak hedge and the weak safe-haven. It shows insignificant effects of inflations of US and Korea on the volatilities of Bitcoin and gold. It also suggests the necessity of clearing of vagueness behind the anonymity for fair and transparent trade through the law application in the absence or fault in law (Lucken im Recht). following the spirit of the living constitution (lebendige gutes Recht oder Vorschrift). The relevant institutions are hoped to be given some of obligations such as registration, minimum required capital. report, disclosure, explanation, compliance and governance with autonomous corresponding rights. The study also suggests the reestablishment of the relevant financial law and taxation law. The hedge would not be successfully accomplished without the vigilant cautions of investors.