• Title/Summary/Keyword: GARCH-M 모형

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Testing on the Efficiency of Korean FX Market Implemented by USD, JPY, GBP, and EURO (한국의 외환시장 효율성 검정 - 미국, 일본, 영국, 및 유로지역과의 비교를 중심으로 -)

  • Rhee, Hyun-Jae
    • International Area Studies Review
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    • v.13 no.1
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    • pp.103-122
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    • 2009
  • The paper is basically designed to investigate any existence of co-movement among foreign exchange market, goods market, and monetary market implemented by relative PPP and interest rate parity. And, rational expectation and GARCH-M model are employed for an empirical application. The result revealed that since the co-movement among the markets is hardly found, an efficiency of foreign exchange market is independent from any shocks from the goods market and the monetary market. Whereas, the exchange rate is strongly effected by a real interest rate parity. To this end, the real interest rate should be a key policy instrument to stabilize the foreign exchange market.

Risk Permiums in Forward Foreign Exchange Markets Using GARCH-M (GARCH-M모형을 이용한 선물환시장의 위험프리미엄의 검증)

  • Kim, Chul-Joong;Chung, Chi-Hwa
    • The Korean Journal of Financial Management
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    • v.16 no.2
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    • pp.365-381
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    • 1999
  • 본 연구는 국제 외환시장의 주요 통화들을 대상으로 조건부 이분산성을 고려한 GARCH-M 모형을 이용하여 불편기대가설과 시간변화 위험프리미엄의 존재를 규명하고 위험프리미엄 요인과 체계적 오차 요인간의 연계가능성 및 개별 외환시장의 특성과 시간변화 위험프리미엄의 변동성간의 관계를 규명하는데 목적을 두고 있다. 실증분석 결과, JPY를 제외한 DEM과 CHF, 그리고 GBP에서 불편기대가설을 지지하는 결과를 얻을 수 있었다. 또한 GBP의 경우에는 시장의 효율성과 위험프리미엄의 존재를 동시에 인정하는 일반효율성이 성립하는 것을 발견할 수 있었다. 한편 외환시장이 활성화될수록 시간변화 위험프리미엄의 변동성이 커지고 조정속도가 빨라진다는 사실도 발견할 수 있었다.

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A Test on the Volatility Feedback Hypothesis in the Emerging Stock Market (신흥주식시장에서의 변동성반응가설 검정)

  • Kim, Byoung-Joon
    • The Korean Journal of Financial Management
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    • v.26 no.4
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    • pp.191-234
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    • 2009
  • This study examined on the volatility feedback hypothesis through the use of threshold GARCH-in-Mean (GJR-GARCH-M) model developed by Glosten, Jaganathan, and Runkle (1993) in the stock markets of 14 emerging countries during the period of January, 1996 to May, 2009. On this study, I found successful evidences which can support the volatility feedback hypothesis through the following three estimation procedures. First, I found relatively strong positive relationship between the expected market risk premiums and their conditional standard deviations from the GARCH-M model in the basis of daily return on each representative stock market index, which is appropriate to investors' risk-averse preferences. Second, I can also identify the significant asymmetric time-varying volatility originated from the investors' differentiated reactions toward the unexpected market shocks by applying the GJR-GARCH-M model and further find the lasting positive risk aversion coefficient estimators. Third, I derived the negative signs of the regression coefficient of unpredicted volatility on the stock market return by re-applying the GJR-GARCH-M model after I controlled the positive effect of predicted volatility through including the conditional standard deviations from the previous GARCH-M model estimation as an independent explanatory variable in the re-applied new GJR-GARCH-M model. With these consecutive results, the volatility feedback effect was successfully tested to be effective also in the various emerging stock markets, although the leverage hypothesis turned out to be insufficient to be applied to another source of explaining the negative relationship between the unexpected volatility and the ex-post stock market return in the emerging countries in general.

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Monetary Unification in North East Asian Economies and Setting an Anchor Currency by CNY and JPY (한중일 3개국의 화폐통합과 기축통화 설정에 관한 연구)

  • Rhee, Hyun-Jae
    • International Area Studies Review
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    • v.14 no.2
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    • pp.61-78
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    • 2010
  • The paper is basically attempted to reveal a possibility of monetary unification and setting an anchor currency in North East Asian economies such as South Korea, China, and Japan. The Cobb-Douglas utility function is tentatively built by a Walrasian economic framework. Korean Won(KRW) is represented for a numeraire in a structural model, and the estimation of a parameter is performed by 2SLS and GARCH-M models. Empirical evidence is found that not only monetary unification itself in this regime seems not to be practicable, but also setting an anchor currency by Chinese Yuan(CNY) or Japanese Yen(JPY) is also inappropriated due to the fact that the estimated parameter is not converged to a unity. Walrasian equilibria are enhanced by the convergence to a unity in the model. It also has to be mentioned that a number of necessary and sufficient conditions should be fulfilled prior to discuss a monetary unification in North East Asian economies. Instead, Asia currency unit(ACU) is more feasible in reality.

An Empirical Study on the Asymmetric Correlation and Market Efficiency Between International Currency Futures and Spot Markets with Bivariate GJR-GARCH Model (이변량 GJR-GARCH모형을 이용한 국제통화선물시장과 통화현물시장간의 비대칭적 인과관계 및 시장효율성 비교분석에 관한 연구)

  • Hong, Chung-Hyo
    • The Korean Journal of Financial Management
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    • v.27 no.1
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    • pp.1-30
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    • 2010
  • This paper tested the lead-lag relationship as well as the symmetric and asymmetric volatility spillover effects between international currency futures markets and cash markets. We use five kinds of currency spot and futures markets such as British pound, Australian and Canadian dollar, Brasilian Real and won/dollar spot and futures markets. daily closing prices covering from September 15, 2003 to July 30, 2009. For this purpose we employed dynamic time series models such as the Granger causality based on VAR and time-varying MA(1)-GJR-GARCH(1, 1)-M. The main empirical results are as follows; First, according to Granger causality test, we find that the bilateral lead-lag relationship between the five countries' currency spot and futures market. The price discover effect from currency futures markets to spot market is relatively stronger than that from currency spot to futures markets. Second, based on the time varying GARCH model, we find that there is a bilateral conditional mean spillover effects between the five currency spot and futures markets. Third, we also find that there is a bilateral asymmetric volatility spillover effects between British pound, Canadian dollar, Brasilian Real and won/dollar spot and futures market. However there is a unilateral asymmetric volatility spillover effect from Australian dollar futures to cash market, not vice versa. From these empirical results we infer that most of currency futures markets have a much better price discovery function than currency cash market and are inefficient to the information.

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Performance Analysis of Internet Traffic Forecasting Model (인터넷 트래픽 예측 모형 성능 분석 연구)

  • Kim, S.;Ha, M.H.;Jung, J.Y.
    • The Korean Journal of Applied Statistics
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    • v.24 no.2
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    • pp.307-313
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    • 2011
  • In this paper, we compare performance of three models. The Holt-Winters, FARIMA and ARGARCH models, are used in predicting internet traffic data for analysis of traffic characteristics. We first introduce the time series models and apply them to real traffic data to forecast. Finally, we examine which model is the most suitable for explaining the long memory, the characteristics of the traffic material, and compare the respective prediction performance of the models.

Squared Log-return and TGARCH Model : Asymmetric Volatility in Domestic Time Series (제곱수익률 그래프와 TGARCH 모형을 이용한 비대칭 변동성 분석)

  • Park, J.A.;Song, Y.J.;Baek, J.S.;Hwang, S.Y.;Choi, M.S.
    • The Korean Journal of Applied Statistics
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    • v.20 no.3
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    • pp.487-497
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    • 2007
  • As is pointed out by Gourieroux (1997), the volatility effects in financial time series vary according to the signs of the return rates and therefore asymmetric Threshold-GARCH (TGARCH, henceforth) processes are natural extensions of the standard GARCH toward asymmetric volatility modeling. For preliminary detection of asymmetry in volatility, we suggest graphs of squared-log-returns for various financial time series including KOSPI, KOSDAQ and won-Euro exchange rate. Next, asymmetric TGARCH(1,1) model fits are provided in comparisons with standard GARCH(1.1) models.

Evidence of Taylor Property in Absolute-Value-GARCH Processes for Korean Financial Time Series (Absolute-Value-GARCH 모형을 이용한 국내 금융시계열의 Taylor 성질에 대한 사례연구)

  • Baek, J.S.;Hwang, S.Y.;Choi, M.S.
    • The Korean Journal of Applied Statistics
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    • v.23 no.1
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    • pp.49-61
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    • 2010
  • The time series dependencies of Financial volatility are frequently measured by the autocorrelation function of power-transformed absolute returns. It is known as the Taylor property that the autocorrelations of the absolute returns are larger than those of the squared returns. Hass (2009) developed a simple method for detecting the Taylor property in absolute-value-GAROH(1,1) (AVGAROH(1,1)) model. In this article, we fitted AVGAROH(1,1) model for various Korean financial time series and observed the Taylor property.

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 Information Spillover Effects from Nasdaq to Kosdaq and Jasdaq (나스닥시장의 코스닥 및 자스닥시장에 대한 정보이전효과에 관한 연구)

  • Kim, Chan-Wung;Moon, Gyu-Hyun;Hong, Jung-Hyo
    • The Korean Journal of Financial Management
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    • v.20 no.1
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    • pp.163-190
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    • 2003
  • This study tests the hypothesis of market efficiency through the information spillover effects over price and volatility across countries by using open-to-close(daytime) returns and close-to-open(overnight) returns of NASDAQ, KOSDAQ and JASDAQ data from January 3, 1997 to December 21, 2000. Based on Granger-causality and time-varying AR(1)-GARCH(1, 1)-M models we document that the evidence of statistically significant conditional mean and volatility spillovers effects from the daytime returns and volatility of NASDAQ to the overnight returns and volatility of KOSDAQ is observed both before and after the IMF foreign currency crisis but not to the close-to-open return before the IMF foreign currency crisis. We can understand the information spillover effect from NASDAQ to KOSDAQ on the overnight rather than the daytime grows more significantly after the IMF foreign currency crisis. We also find the interactive information spillover effect between NASDAQ and JASDAQ both before and after the IMF financial crisis, in particular, to close-to-open return. In addition, the market efficiency between KOSDAQ and NASDAQ is on an increasing trend through IMF foreign currency crisis.

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