• 제목/요약/키워드: Vector error correction

검색결과 228건 처리시간 0.027초

Relations Between Paprika Consumption and Unstructured Big Data, and Paprika Consumption Prediction

  • Cho, Yongbeen;Oh, Eunhwa;Cho, Wan-Sup;Nasridinov, Aziz;Yoo, Kwan-Hee;Rah, HyungChul
    • International Journal of Contents
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    • 제15권4호
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    • pp.113-119
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    • 2019
  • It has been reported that large amounts of information on agri-foods were delivered to consumers through television and social networks, and the information may influence consumers' behavior. The purpose of this paper was first to analyze relations of social network service and broadcasting program on paprika consumption in the aspect of amounts to purchase and identify potential factors that can promote paprika consumption; second, to develop prediction models of paprika consumption by using structured and unstructured big data. By using data 2010-2017, cross-correlation and time-series prediction algorithms (autoregressive exogenous model and vector error correction model), statistically significant correlations between paprika consumption and television programs/shows and blogs mentioning paprika and diet were identified with lagged times. When paprika and diet related data were added for prediction, these data improved the model predictability. This is the first report to predict paprika consumption by using structured and unstructured data.

US Purchasing Managers' Index and its Impact on Korea and US

  • Jeon, Ji-Hong
    • 유통과학연구
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    • 제15권3호
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    • pp.17-25
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    • 2017
  • Purpose - The study is to examine the impact of the US Purchasing Managers' Index (PMI) on Korea and the US industrial economy including the distribution industry. We analyze its effect on the industrial economy centered on the distribution industry using economy indices in Korea and the US. Research design, data, and methodology - The variables are used to analyze the dynamic relationship which occurs among the US PMI, the industrial production index, producer price index, unemployment rate, and manufacturing Inventories Index in Korea and the US from January 1990 to July 2016 using Vector Error Correction Model. Results - As a main result, the impact of the US PMI on all the economy indices both Korea and the US has the same cyclical movement. The US PMI is positively related to the producer price and the industrial production index of Korea and the US, while it is negatively related to unemployment rate, and the manufacturing inventories index in Korea and the US. Conclusions - The US PMI as an advanced index has a power to predict the economies on Korea and the US. In the end, we find that the US PMI has a great impact on Korea and the US industrial economy.

Green Growth and Sustainability: The Role of Tourism, Travel and Hospitality Service Industry in Korea

  • Lee, Jung Wan;Kwag, Michael
    • 유통과학연구
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    • 제11권7호
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    • pp.15-22
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    • 2013
  • Purpose - The study investigates the influence of tourism and hospitality industry on economic growth and CO2 emissions. Research design, data, and methodology - In the empirical analysis, unit root tests, cointegration test and vector error correction model regression using time series data of South Korea from the first quarter of 1970 to the third quarter of 2010 are performed to examine the long-run equilibrium relationship and short-run dynamics among the tourism and hospitality industry, CO2 emissions, economic growth and other industry sectors. Results - Results indicate that a long-run equilibrium relationship exists among these variables. Furthermore, the tourism and hospitality industry and CO2 emissions have high significant positive effect on economic growth. The tourism and hospitality industry in Korea, in turns, shows a high significant positive impact on economic growth while the industry sector incursa high significant negative impact on CO2 emissions. Conclusions - The tourism and hospitality industry in Korea may havebeen prompted by several factors such as accelerated process of technological innovation or energy and environmental policies. These findings suggest that the effectively managed tourism and hospitality sector in Korea has resulted in both economic growth and a reduction in CO2 emissions.

Trade Liberalization and Customs Revenue in Vietnam

  • LE, Thi Anh Tuyet
    • The Journal of Asian Finance, Economics and Business
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    • 제7권8호
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    • pp.213-224
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    • 2020
  • The study assesses the impact of trade liberalization factors on changes in customs revenues in Vietnam. Research data was conducted between 2002 and 2017 on the official website of the Government's Web Portal and The World Bank. This paper uses the vector error correction model to estimate the short-term and long term relationship between data series. The results have proven that tariff reductions have a positive effect on short-term and long-term customs revenues in Vietnam. However, the implementation of other international commitments on trade liberalization has positive short-term and long-term negative impacts on customs revenues in Vietnam. The study's results also show that exchange rate has no effect on changes in customs revenues in the short term but it has a strong impact on increasing customs revenues in the long run. Based on these findings, the article also suggests a number of policies to ensure customs revenues in Vietnam in future. In order to ensure customs revenues, the government of Vietnam should: (1) having some policy to improve the efficiency of customs management in Vietnam; (2) Building appropriate VND exchange rate policy; (3) Establishing reasonable non - tariff barriers to prevent fraud and ovations cause losses in customs revenues.

Nexus between Production Input and Price Commodity: An Integration Analysis of Rice Barns in East Java of Indonesia

  • WULANDARI, Dwi;NARMADITYA, Bagus Shandy;PRAYITNO, Putra Hilmi;ISHAK, Suryati;SAHID, Sheerad;QODRI, Lutfi Asnan
    • The Journal of Asian Finance, Economics and Business
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    • 제7권10호
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    • pp.451-459
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    • 2020
  • This study aims to examine the causality between production input and the price of rice in East Java, Indonesia. This study applied a quantitative method to understand in a comprehensive way the correlation between variables. The data used for this study were collected from several sources, including East Java Agriculture Office, Siskaperbapo.com, and Statistics Indonesia (BPS) of East Java. This research was carried out over five years, starting from 2014 to 2018. Furthermore, the data were analyzed using the Vector Error Correction Model (VECM) by employing E-Views (version 7). The findings of this study indicated that, in the long run, the population, rice production, and changes in people's income have a positive effect on price stability, but are inversely proportional if seen in the short term. In comparison, in the long run, farmer exchange rates variable has a negative impact on price stability, and inversely proportional in the short term, which has a positive effect. There are different implications when the people's income increases and the rice price declines; these have great potential to alleviate poverty in East Java, Indonesia. This is due to the fact that the price stability also concerns the welfare of the community.

ETF의 정보효과에 관한 연구 (An Emperical Study on the Information Effect of ETFs)

  • 김수경
    • 경영과정보연구
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    • 제32권3호
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    • pp.285-297
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    • 2013
  • 본 연구는 KOSPI200 시장을 대상으로 2003년 1월 1일부터 2013년 6월 30일까지의 일별자료를 이용하여 ETF 시장, KOSPI200 현물시장 그리고 선물시장에서의 가격발견효과에 대해 실증분석 하였다. 본 논문의 주요 분석결과는 다음과 같이 요약된다. 우선 KODEX200(KOSEF200), KOSPI200 현물 그리고 선물은 모두 공적분 관계가 있는 것으로 나타났으며, 이들 시장 간에는 예상대로 상호연관이 있음을 발견하였다. VECM을 이용하여 가격발견효과에 대한 분석에서는 ETF시장의 대표종목인 KODEX200이 KOSPI200 현물시장과 선물시장보다 가격발견기능이 우월한 것으로 나타났다. 거래량이 상대적으로 적은 KOSEF200의 경우 현물시장에 대해서는 가격발견효과가 없었지만, 선물시장에 대해서는 가격발견효과가 통계적으로 10% 유의수준에서 존재하는 것으로 나타났다.

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전력계통한계가격(SMP)과 기저발전비율, LNG도입가격, 환율 간 인과관계 분석 (An Analysis on the Causal Relation Among SMP, Base-Load Share, LNG Import Price, and Exchange Rate)

  • 박민혁;문양택;박중구
    • 조명전기설비학회논문지
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    • 제28권7호
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    • pp.97-105
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    • 2014
  • This article examines the causality relationship among SMP, base-load share, LNG import price, and exchange rate in Korean power market during 2002~2012, using unit root test, cointegration test, and vector error correction model(VECM). The cointegration test shows that 4 variables without unit root have been in the long-run causality. As the results of ECM, SMP is analyzed to have been unilaterally caused from LNG import price and base-load share in the shot-run, while it has been unilaterally caused from LNG import price and exchange rate in the long-run. This article has the following policy implications: the adjustment of exchange rate to reduce he risk of LNG import price and the proper securement of base-load share for the long-run stability of SMP.

An estimation of surface reflectance for Advanced Himawari Imager (AHI) data using 6SV

  • Seong, Noh-hun;Lee, Chang Suk;Choi, Sungwon;Seo, Minji;Lee, Kyeong-Sang;Han, Kyung-Soo
    • 대한원격탐사학회지
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    • 제32권1호
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    • pp.67-71
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    • 2016
  • The surface reflectance is essential to retrieval various indicators related land properties such as vegetation index, albedo and etc. In this study, we estimated surface reflectance using Himawari-8 / Advanced Himawari Imager (AHI) channel data. In order to estimate surface reflectance from Top of Atmosphere (TOA) reflectance, the atmospheric correction is necessary because all of the TOA reflectance from optical sensor is affected by gas molecules and aerosol in the atmosphere. We used Second Simulation of a Satellite Signal in the Solar Spectrum Vector (6SV) Radiative Transfer Model (RTM) to correct atmospheric effect, and Look-Up Table (LUT) to shorten the calculation time. We verified through comparison Himawri-8 / AHI surface reflectance and Proba-V S1 products. As a result, bias and Root Mean Square Error (RMSE) are calculated about -0.02 and 0.05.

Dynamic Spillover for the Economic Risk in Korea on Global Uncertainty

  • Jeon, Ji-Hong
    • 유통과학연구
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    • 제17권1호
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    • pp.11-19
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    • 2019
  • Purpose - We document the impact of economic policy uncertainty (EPU) in the US and China on the dynamic spillover effect of macroeconomics such as stock price, housing price in Korea. Research design, data, and methodology - We use the nine variables to analyze the effect which produces a result among the EPU indexes of the US and China on economic variables which is the consumer price index (CPI), housing purchase price composite index, housing lease price, the stock price index in banking industry, construction industry and distribution industry, and composite leading indicator from January 1995 to December 2016 with the Vector Error Correction Model. Result - The US EPU index has significantly a negative relation on the CPI, housing purchase price index, housing lease price index, the stock price index in banking industry, construction industry, and distribution industry in Korea. Conclusions - We find the dynamic effect of the EPU indexes in the US and China on the macroeconomics returns in Korea. This study has an empirical evidence that the economy market in Korea is influenced by the EPU index of the US rather than it of China. The higher EPU, the more risky the economy of in Korea.

Nexus between Inflation and Unemployment: Evidence from Indonesia

  • WULANDARI, Dwi;UTOMO, Sugeng Hadi;NARMADITYA, Bagus Shandy;KAMALUDIN, Mahirah
    • The Journal of Asian Finance, Economics and Business
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    • 제6권2호
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    • pp.269-275
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    • 2019
  • This study intended to examine the relationship between inflation and unemployment rate in Indonesia during 1987 to 2018 period. The study applied a quantitative method using Vector Error Correction Model (VECM) in order to comprehensively understand the causality between inflation and unemployment rates. The data were collected from various main sources including the World Bank, Central Bank of Indonesia, and Central Bureau of Statistics (BPS). The findings showed that inflation has a one-way relationship toward unemployment in Indonesia and it occurs at the third lag. Impulse Response Function (IRF), shows that the inflation rate are fluctuating in response to the shock of unemployment. The unemployment rate responses to shocks from inflation initially increased until it is eventually diminished. It shows that the shocks caused by the impact of inflation were only in the short term. Further, inflation in the three previous lags will have consequences for the unemployment rate in the year. Lastly, both in the long run and short run, unemployment did not affect inflation rates. These findings suggest that high inflation in Indonesia is determined the rising price of basic commodities and fuel. In addition, most companies in Indonesia applying capital intensive so that employment growth in Indonesia is small.