• Title/Summary/Keyword: 부분공적분 오차수정모형

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An Error Correction Model for Long Term Forecast of System Marginal Price (전력 계통한계가격 장기예측을 위한 오차수정모형)

  • Shin, Sukha;Yoo, Hanwook
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.22 no.6
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    • pp.453-459
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    • 2021
  • The system marginal price of electricity is the amount paid to all the generating units, which is an important decision-making factor for the construction and maintenance of an electrical power unit. In this paper, we suggest a long-term forecasting model for calculating the system marginal price based on prices of natural gas and oil. As most variables used in the analysis are nonstationary time series, the long run relationship among the variables should be examined by cointegration tests. The forecasting model is similar to an error correction model which consists of a long run cointegrating equation and another equation for short run dynamics. To mitigate the robustness issue arising from the relatively small data sample, this study employs various testing and estimating methods. Compared to previous studies, this paper considers multiple fuel prices in the forecasting model of system marginal price, and provides greater emphasis on the robustness of analysis. As none of the cointegrating relations associated with system marginal price, natural gas price and oil price are excluded, three error correction models are estimated. Considering the root mean squared error and mean absolute error, the model based on the cointegrating relation between system marginal price and natural gas price performs best in the out-of-sample forecast.

Long-term Relationships of KOSPI, BSI, and Macro Economic variables (주가.기대심리.거시경제변수의 장기균형 관계 :Cointegration을 중심으로)

  • Chang, Byoung-Ky;Choi, Jong-Il
    • The Korean Journal of Financial Management
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    • v.18 no.2
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    • pp.125-144
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    • 2001
  • 본 연구는 선행연구들과 달리 경제변수로 설명할 수 없는 경제주체들의 심리적 요소가 주가에 영향을 미칠 수 있다는 관점에서 주가와 거시경제변수 및 경제주체들의 기대심리간의 장기 균형 및 동학구조관계를 분석한다. 주가는 기업의 내재가치를 나타내며 이는 상당부분 현재와 미래의 경제상황에 의해 영향을 받을 것이다. 미래경제상황을 정확히 예측할 수는 없으나 경제 주체들은 미래경제상황을 예측하게 되며 그 예측은 주가에 반영될 수 있다. 검증결과 BSI 전망치와 같은 경제주체들의 기대심리가 주가결정에 가장 중요한 단일 변수인 것으로 나타났다. 이변량 공적분검증을 실시한 결과 실질주가지수는 BSI와 장기균형관계에 있는 반면 다른 거시경제변수와는 공적분관계에 있지 않은 것으로 나타났다. 다변량 공적분분석에서도 BSI가 포함된 경우에만 KOSPI/P와 장기균형관계에 있는 것으로 나타났다. 벡터오차수정모형으로 동태적 관계를 분석한 결과, 이변량과 다변량 분석 모두에서 이들 두 변수의 오차수정항이 통계적으로 유의하여 장기균형으로부터 이탈에 대하여 상호 조정하는 것으로 나타났다.

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Fractional Cointegration and Optimal Hedge Ratio (분수 공적분을 이용한 최적 헤지비율 추정)

  • Nam, Sang-Koo;Park, Jong-Ho
    • The Korean Journal of Financial Management
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    • v.18 no.1
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    • pp.23-41
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    • 2001
  • 본 연구에서는 여러 계량 모형을 이용하여 계산한 헤지 비율의 성과를 비교하였다. 특히 헤지 비율을 추정하기 위하여 분수 공적분 오차 수정 모형을 이용하였다. KOSPI200 현물과 선물 지수를 이용하여 검증한 결과 현물, 선물 지수는 1차 적분된 시계열이며 베이시스는 분수 적분된 시계열이었다. 따라서 현물과 선물 지수는 분수 공적분된 시계열이었다. 최소 분산 헤지 비율을 최적 헤지 비율로 하여 성과를 측정한 결과 다음과 같은 결과를 얻었다. 헤지 성과는 GARCH 항이 있는 모형이 없는 모형에 비해 크게 나타나며 각 모형에서 고려하고 있는 정보 집합의 크기가 큰 순서인 FIEC, EC, VAR, OLS 순으로 헤지 성과는 크게 나타나고 있다. 그러나 OLS 방법에 의한 헤지에 의해서도 수익률 변동의 많은 부분이 사라져, 다른 모형들은 OLS 모형과 비교하여 추가적인 분산 감소 효과는 크지 않았다.

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Is There a Stochastic Non-fundamental Trend in Korean Stock Price?: Inference under Transformed Error Correction Model (우리나라 주가에는 펀더멘털과 무관한 비정상 추세가 존재하는가?: 공적분 및 베버리지-넬슨 분해 접근)

  • Kim, Yun-Yeong
    • KDI Journal of Economic Policy
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    • v.35 no.2
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    • pp.107-131
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    • 2013
  • In this paper, we test and estimate the stochastic non-fundamental trend in Korean stock market. For this, following Kim (2011), we exploit that the long-run equilibrium stock price may be decomposed into fundamental and stochastic non-fundamental trends (i.e., the sum of dividend innovations and a part that are orthogonal with the dividend innovations) by using the Beveridge-Nelson decomposition and projections. In this VAR construction, there is an error correction mechanism through which stock prices converge to their long-run equilibrium, which also contain the stated stochastic non-fundamental trend as well as fundamental trend. The estimation and test results using yearly data from the Korea (1976-2012) indicated that fluctuations in stock prices during that period can be explained mainly not by the stochastic non-fundamental trend but by the dividend trend. However, during some periods like after Seoul Olympic Games, we may observe the non-fundamental trend affected to the stock price variation.

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An Analysis on the Asymmetric Time Varying Spillover Effect between Capesize and Panamax Markets (케이프사이즈와 파나막스 시장간의 비대칭 시간가변 파급효과에 관한 분석)

  • Chung, Sang-Kuck
    • Journal of Korea Port Economic Association
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    • v.27 no.3
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    • pp.41-64
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    • 2011
  • This article investigates the interrelationships in daily returns using fractionally integrated error correction term and volatilities using constant conditional correlation and dynamic conditional correlation GARCH with asymmetries between Capesize and Panamax markets. Our findings are as follows. First, for the fractionally cointegrated error correction model, there is a unidirectional relationship in returns from the Panamax market to the Capesize market, but a bidirectional causal relationship prevails for the traditional error correction models. Second, the coefficients for the error correction term are all statistically significant. Of particular interest are the signs of the estimates for the error correction term, which are all negative for the Capesize return equation and all positive for the Panamax return. Third, there are bidirectional volatility spillovers between both markets and the direction of the information flow seems to be stronger from Panamax to Capesize. Fourth, the coefficients for the asymmetric term are all significantly positive in the Capesize market, but the Panamax market does not have a significant effect. However, the coefficients for the asymmetric term are all significant, implying that the leverage effect does exist in the Capesize and Panamax markets.

Modeling and Analysis the Competition Dynamics among Container Transshipment Ports : East-Asian Ports as a Case Study (컨테이너 환적 항만 간의 동태적 경쟁에 관한 연구 : 동아시아 항만을 중심으로)

  • Abdulaziz, Ashurov;Kim, Jae-bong;Park, Nam-ki
    • Journal of Korea Port Economic Association
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    • v.32 no.4
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    • pp.165-182
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    • 2016
  • This study examines the competitiveness and cooperativeness among the container ports in East Asia by analyzing their monthly dynamics in eight years (2008-2015). Time series data on container throughput divided into origin and destination (O/D), such as the top six Chinese ports and the transshipment (T/S) ports such as Hong Kong, Busan, and Singapore, are computed with two methods based on the Vector Error Correction Model (VECM). The first Granger causality test results show that Busan T/S has significant bilateral relations with three Chinese O/D ports; and significant unidirectional relations with three other O/D ports. Shenzhen port has significant bilateral relations with Singapore, and has a significant unidirectional relation with Hong Kong port. Co-integrating test results showed that Busan holds negative co-integration with all Chinese O/D ports. Impulse response function (IRF) results show an opposite direction between paired ports. The ratios of the impulse from T/S ports are significantly high to one another in the short-run, but its power declines as time passes. The ratio of the impulse from the Chinese ports to T/S ports is less significant in the short-run period, however, it becomes more significant as time passes. The significance of most shocks was high in the second period, but was diluted after the sixth period.