• Title/Summary/Keyword: 오차수정모형 (ECM)

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세수추계모형의 예측력 비교

  • Go, Yeong-Seon
    • KDI Journal of Economic Policy
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    • v.22 no.1_2
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    • pp.3-55
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    • 2000
  • 본 연구는 세입증가율 예측을 위해 사용되는 각종 세수추계모형의 예측능력을 상호비교하는 데 목적이 있다. 본 연구에서 고려하는 세수추계 방식은 네 가지이다. 첫째는 단순 ECM 모형으로서 오차수정모형(error correction model)을 각각의 세목에 적용하여 세수를 예측하는 것이다. 둘째는 SUR-ECM 모형으로서 단순 ECM 모형의 개별 회귀방정식을 통합하여 SUR(Seemingly Unrelated Regression) 방식으로 추정한 후 이를 이용하여 세수를 예측하는 것이다. 셋째와 넷째는 흔히 사용되는 탄성치 방식으로서, 과거의 연도별 탄성치를 5년간 또는 10년간 평균하여 이를 바탕으로 향후의 세수를 예측하는 것이다. 이러한 모형비교를 통해 얻은 결과는 다음과 같이 요약될 수 있다. 첫째, 단순 ECM 모형과 5년 평균 탄성치 모형은 예측력에 있어 큰 차이가 없다. 둘째, SUR-ECM 모형과 10년 평균 탄성치 모형은 예측력에 있어 큰 차이가 없다. 셋째, 단순 ECM 모형보다는 SUR-ECM 모형의 예측력이 높으며, 5년 평균 탄성치 모형보다는 10년 평균 탄성치 모형의 예측력이 높다. 넷째, 어느 경우에든 예측 오차가 상당히 크고 이러한 오차는 예측시계가 넓어질수록 커진다. 예를 들어, 5년 후의 세수에 대한 예측치는 평균적으로 오차의 절대값이 10% 수준에 이른다. 탄성치 모형이 단순 ECM 모형이나 SUR-ECM 모형에 비해 그리 나쁜 예측결과를 낳지 않는다는 것은 새로운 사실이다. 또한 5년 평균 탄성치보다 10년 평균 탄성치를 사용하는 것이 더 나은 예측치를 낳는다는 것은 세수예측에 있어 최근의 자료만을 사용하는 것보다는 과거 꽤 오랜 기간의 자료를 사용하는 것이 바람직하다는 점을 시사한다.

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The Analysis of Correlation between National Bond Futures market & Spot Market (국채선물시장과 현물시장의 상관관계분석)

  • Jeong, Seong-Hun;Heo, Mun-Jong;Yun, Jae-Hui
    • 한국디지털정책학회:학술대회논문집
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    • 2004.05a
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    • pp.705-717
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    • 2004
  • 본 연구는 '01.3.19-'03.11.21 까지의 국채 현 선물 장기간 데이터를 이용하여 두 변수간의 관계를 분석해 본 결과 두 변수가 상당히 높은 양(+)의 관계를 갖는 것으로 나타남. 변수간에 장기안정관계 즉 공 적분관계가 존재하는 것으로 나타나 오차수정모형 (ECM)을 통해서 분석을 시도했다. 두 기간 사이에 국채 현 선물 가격간의 관계 변화가 있었는지 알아보기 위해 실증분석 기간을 반분한 후 분석을 실시한 결과국채 선물의 현물에 대한영향력이 최근들어 더 커지고 있는 것으로 나타남. 두 변수간의 원인과 결과관계를 분석하기 위해 실시한 인과관계분석에서는 두 변수간에 통계적으로 유의한 인과관계를 발견할 수 없었다.

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An Estimation of the Optimal Hedge Ratio in KOSPI 200 Spot and Futures (KOSPI 200 현(現).선물간(先物間) 최적(最適)헤지비율(比率)의 추정(推定))

  • Chung, Han-Kyu
    • The Korean Journal of Financial Management
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    • v.16 no.1
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    • pp.223-243
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    • 1999
  • 포트폴리오의 위험을 통제하거나 감소시키기 위해서 헤저들은 최적헤지비율을 추정하여야 하는데, 최적헤지비율의 추정치는 사용하는 모형에 따라 많은 차이를 보인다. 전통적인 회귀분석모형에 의하여 추정된 최적헤지비율은 시계열자료의 불안정성(nonstationary) 등으로 인하여 잘못될 가능성이 많으며, 잘못 추정된 헤지비율을 그대로 이용할 경우 현물포트폴리오의 시장위험을 최소화시키지 못하고 헤징비용을 증가시키는 결과를 초래한다. 시계열자료의 불안정성으로 말미암아 야기되는 문제점들을 개선할 수 있는 모형으로서 오차 수정모형(Error Correction Model : ECM)이 널리 이용되고 있다. 본 연구는 ECM을 사용하여 추정된 최적헤지비율과 전통적 회귀분석모형을 사용하여 추정한 최적헤지비율을 비교하여 어떤 모형으로 추정한 헤지비율이 더 정확한지를 평가하는데 목적을 두고 있다. 즉, 본 연구는 KOSPI 200 현 선물지수 자료를 대상으로 ECM과 전통적 회귀분석모형에 의한 최적헤지비율을 추정하고 각 모형의 설명력과 예측력을 비교하고자 한다. 실증분석 결과, KOSPI 200 현물지수와 KOSPI 200 선물지수간에는 공적분 관계가 존재하며, ECM과 전통적 회귀분석모형을 이용하여 추정한 최적헤지비율의 크기는 서로 다르며, ECM을 이용할 때 모형의 설명력이 조금 더 높게 나타났으며, 예측력도 ECM이 좀더 우월한 것으로 나타났다.

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A Study on the Seasonal Effects of the Tourism Demand Forecasting Models (관광 수요 예측 모형의 계절효과에 대한 연구)

  • Kim, Sahm;Lee, Ju-Hyoung
    • The Korean Journal of Applied Statistics
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    • v.24 no.1
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    • pp.93-102
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    • 2011
  • In this paper, we compared the performance of the several time series models for tourism demand forecasting. We showed that seasonal effects in the data(Japan, China, USA, and Philippines) exist in the tourism data and the forecasting accuracies are compared by the RMSE criterion.

Time series analysis of the electricity demand in a residential building in South Korea (주거용 건물의 전력 사용량에 대한 시계열 분석 및 예측)

  • Park, Kyeongmi;Kim, Jaehee
    • The Korean Journal of Applied Statistics
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    • v.32 no.3
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    • pp.405-421
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    • 2019
  • Predicting how much energy to use is an important issue in society. However, it is more difficult to capture the usage characteristics of residential buildings than other buildings. This paper provides time series analysis methods for electricity consumption in a residential building. Temperature is closely related to electricity demand. An error correction model, which is a method of adjusting the error with time, is applied when a cointegration relation is established between variables. Therefore, we analyze data via ECMs with consideration of the temperature effect.

Market Structure and Pricing Behavior in the Korean Transportation Fuel Market (국내 수송용 석유제품 시장의 시장구조와 가격행태)

  • Moon, Choon-Geol
    • Environmental and Resource Economics Review
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    • v.24 no.2
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    • pp.311-342
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    • 2015
  • We evaluate two main rationales of massive policy intervention of Lee Administration in the Korean transportation fuel market: high market share of domestic refineries, perceived by the Administration as the result of high market concentration, and asymmetry in price adjustment, perceived as the result of collusion. Domestic refineries, huge in capacity and located at seaports, maintain international competitiveness in price. Considering market openness offering preferential treatment to importers, they set domestic prices competitively on the basis of MOPS prices. Yet, the price competitiveness of domestic refineries is so high that they are able to sustain high market share. We confirm that the Korean before-tax consumer prices of gasoline and diesel are lower than Japan's and the weighted averages of 27 EU countries by as much as 159KRW and 21KRW per liter in the case of gasoline and 170KRW and 63KRW in the case of diesel. Price asymmetry is caused by diverse economic and managerial reasons and, as FTC (2005) states, price asymmetry does not immediately imply exercise of market power or collusion. We analyzed price asymmetry in Korea, Japan and 14 EU countries, and found asymmetry in Korea and 11 EU countries in the case of gasoline and in Korea and 8 EU countries in the case of diesel.

The Long-Run Relationship between House Prices and Economic Fundamentals: Evidence from Korean Panel Data (주택가격과 기초경제여건의 장기 관계: 우리나라의 패널 자료를 이용하여)

  • Sim, Sunghoon
    • International Area Studies Review
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    • v.16 no.1
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    • pp.3-27
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    • 2012
  • This paper adopts recently developed panel unit root test that is cross-sectionally robust. Cointegration test is also used to find whether regional house prices are in line with gross regional domestic production (GRDP) in the long run in Korea during 1989-2009. Based on the panel VECM and the panel ARDL models, we examine causal relationships among the variables and estimate the long-run elasticity. We find evidence of cointegration and bidirectional causal relationships between regional house prices and GRDP. The results of long-run estimates, using both fixed effect and ARDL models, show that house prices positively and significantly influence on the GRDP and vice versa. Together with these results, the findings of ARDL-ECM imply that there exists a long-run equilibrium relationship between house prices and regional economic variables even if there is a possibility of short-run deviation from its long-run path.

Estimating the Demand for Domestic Water in Seoul : Appilcation of the Error Correction Model (서울시 생활용수 수요 추정 -오차수정모형을 적용하여-)

  • Kwak, Seung-Jun;Lee, Chung-Ki
    • Environmental and Resource Economics Review
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    • v.11 no.1
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    • pp.81-97
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    • 2002
  • Unlike the existing supply-centered water policy, demand management policy of water has become an increasingly important issue in Korea. This paper attempts to analyse the demand for domestic water in Seoul. We employed Engle-Granger's error correction model(ECM) to deduced the price and income elasticities of the water demand. Particularly, we used accounted water amounts instead of supplied water amounts as representative variable of water demand. The result indicates that ECM set up is appropriate and short-run and long-run price elasticities derived by the model are -0.145 and -1.414. In contrast with other studies, we can conclude that the water demand for the water price is elastic. Besides, we can infer from this result that the water price policy with respect to a decrease of leakage ratio is more effective.

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TAR and M-TAR Error Correction Models for Asymmetric Gasoline Price in Korea (TAR와 M-TAR 오차수정모형을 이용한 국내 휘발유가격의 비대칭성 분석)

  • Lee, Yang Seob
    • Environmental and Resource Economics Review
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    • v.17 no.4
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    • pp.813-843
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    • 2008
  • This paper investigates the presence of long-run and short-run price asymmetries in weekly gasoline prices from January 1997 to July 2008. In accordance with distribution channels, wholesale and retail stages are analyzed separately. An approach based on TAR and M-TAR cointegration tests, which entail matching asymmetric ECMs, is employed. For wholesale prices, asymmetries in the links with crude oil prices and exchange rates are found for both ECMs in the long-run and short-run. Exchange rates appear to play more significant role than crude oil prices in explaining the short-run price asymmetry. The rise in crude oil prices or exchange rates has statistically significant major impact on the increase of wholesale prices on the second week, not immediately as expected in the concept of 'rockets and feathers'. And asymmetrically, the fall does not have any statistically significant effect on the same period. The finding seems to be somewhat unusual. However, for retail prices, asymmetry m connection with wholesale prices is only revealed in the long-run. A symmetric price adjustment can be assumed in the short-run. Contrary to the long-run asymmetry found in the wholesale stage, in the retail stage, the speed of adjustment for negative deviations toward long-run equilibrium is faster than for positive ones, which is a phenomenon not favorable to consumers.

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An Analysis of Balassa-Samuelson Effect by Panel Cointegration Test (패널공적분검정을 통한 발라사-사무엘슨 효과 분석)

  • Choi, Yong-Jae
    • International Area Studies Review
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    • v.22 no.3
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    • pp.67-84
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    • 2018
  • The purpose of this paper is to investigate the Balassa-Samuelson effect that real exchange rate could deviate from its long-run equilibrium. To analyze this effect, I estimated the long-run relationship between real exchange and productivity using the dynamic panel ordinary least square(DOLS) and panel error correction model(ECM) after conducting the unit root and cointegration test. The results show that all variables except for the real exchange rate have the unit root. Then I conducted the cointegration test to find out whether there exist the stable long-run relationships. The results show that the variables are cointegrated and significant statistically. The DOLS and ECM methods are used to estimate the coefficient of the cointegrated variables. The major finding are that the estimates are statistically significant and that they show the same sign as the economic theory predicts.