• 제목/요약/키워드: Augmented Dickey-Fuller Test

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자동 회귀 통합 이동 평균 모델 적용을 통한 한국의 자동차 사고에 대한 시계열 예측 (Time Series Forecasting on Car Accidents in Korea Using Auto-Regressive Integrated Moving Average Model)

  • 신현경
    • 융합정보논문지
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    • 제9권12호
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    • pp.54-61
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    • 2019
  • 최근 들어 IITS는 스마트 시티관련 산업계에서 중요한 주제로 떠오르고 있다. IITS의 주요 목적인 교통체증 (차량 사고에 기인한) 예방책들이 발전된 센서 및 통신 기술의 도움을 받아 다양하게 시도되었다. 관련 연구들에서는 자동차 사고와 사고 위치적 특성, 날씨, 운전자 행동, 시간 등 다양한 요인들과 상관 관계가 있음을 보여주고 있다. 우리 연구는 자동차 사고와 사고 발생 시간 사이의 상관관계에 주제를 집중했다. 본 논문에서는 ARIMA (Auto-Regressive Integrated Moving Average) 자동 회귀, 정상 및 지연 순서를 결정하는 세 가지 요소를 확인하기 위해 ADF (Augmented Dickey-Fuller)를 포함한 ARIMA 테스트를 수행했다. 본 연구 결과로서 시간 별 자동차 충돌 수 예측에 대한 요약을 제시하며, 한국 내 자동차 사고 데이터는 ARIMA 모델에 적용될 수 있음을 보여주었고, 국내 자동차 사고는 하루를 기준으로 일정한 주기가 존재하는 성격을 가지고 있다는 것을 제시했다.

주식시장에 대한 경제주체들의 기대 변화에 관한 연구 - 외환위기 전후의 통화량 변화의 영향을 중심으로 - (A Study on the Expectation Change of Economic Subjects in Stock Market - Focusing on Effect of Change in Money Supply Before and After a Currency Crisis-)

  • 김지열
    • 재무관리연구
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    • 제21권1호
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    • pp.125-148
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    • 2004
  • 본 논문에서는 주식시장(Stock Market)에 대한 통화량(money supply)의 관계에 대해 통화량의 파급 시차와 파급 구조 등을 밝히려는 기존의 연구와는 달리, 새고전학파(new classical macroeconomics)와 신케인지안(new Keynesian macroeconomics)의 각기 다른 기대설정에 대하여 합리적기대가설(rational expectation hypothesis)과 효율적시장가설(efficient market hypothesis)을 수용하여 가설을 설정하였다. 즉, 통화량 변화에 대해 경제주체들이 합리적으로 기대를 한다면 경제주체들은 통화량 변화에 대해 주식시장에 대하여 즉각적으로 반응을 할 것이라는 가설 1과 주식시장에 대한 경제주체들의 기대가 외환위기 이전과 이후에 변화가 있을 것이라는 가설 2를 설정하여, ADF 검정법(augmented Dickey-Fuller test)과 PP 검정법(Phillips-Perron test)으로 단위근을 확인 한 후, 요한슨 공적분검정(Johansen Procedure)과 백터오차수정모형(vector error correction models)으로 외환위기 이전과 이후 기간에 대하여 각각 검정을 하였다.

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Johansen 공적분(共積分)을 이용(利用)한 일가(一價)의 원칙(原則) 분석(分析) : 캐나다 침엽수재(針葉樹材) 시장(市場) 적용(適用) (Testing Market Integration in the Canadian Softwood Lumber Markets)

  • 지기환
    • 한국산림과학회지
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    • 제89권1호
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    • pp.1-8
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    • 2000
  • 본 연구(硏究)는 Johansen 공적분(共積分) 분석(分析) (cointegration analysis)을 이용하여 캐나다 (Canada) 내(內)의 5개 지역(地域) (Atlantic, Quebec, Ontario, Prairie, British Columbia) 침엽수(針葉樹) 제재(製材) (softwood lumber) 가격(價格)의 일가(一價)의 원칙(原則) (law of one price)이 성립하는지 구명(究明)하는데 그 목적(目的)이 있다. 1987년 10월부터 1998년 11월까지의 월간(月刊) 시계열자료를 이용하였으며 단위근(單位根) 검증법(檢證法) 중 가장 많이 사용되는 Augmented Dickey-Fuller (ADF) 검증법을 이용한 결과 연구에 이용된 모든 수준변수 (level variables)들은 불안정적(不安定的) (non-stationary)이지만 차분변수 (differenced variable)들은 안정적이므로 공적분 분석의 선결조건(先決條件)이 만족되었다. Johansen 공적분 분석결과 캐나다 (Canada) 내(內)의 5개 지역(地域) 침엽수(針葉樹) 제재가격(製材價格)의 일가(一價)의 원칙(原則) (law of one price)이 성립되는 것으로 나타났다.

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Long-Run Exchange Rates, Price Levels, and Purchasing Power Parity: Cointegration Tests of Five Korea Trading Partners' Currencies

  • Gong, Jai-Sik
    • 재무관리논총
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    • 제6권1호
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    • pp.313-334
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    • 2000
  • In this paper, we obtained some supportive evidence for the long-run PPP relationship concerning the Korean Won currency. Previous tests of PPP in the bilateral exchange rates of the Korean Won rate vis-a-vis the U.S. Dollar have been exposed to the lack of power problem. We argue that their failure to find PPP relation in Korean Won rates was due to the low power of Augmented Dickey-Fuller tests or the Engle-Granger two-step tests applied to the Korean exchange rate data with short sample period. En attempting to alleviate this low power problem, we used the error-correction model test and the Johansen test for bilateral long-run equilibrium relationships between exchange rates and price indices from Korea's major trading partners. It is surprising that our evidence supporting for long-run PPP in Korean Won rate contrasts sharply with Bahmani-Oskooee, Moshen and Rhee, Hyun-Jae(1992)'s.

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지적측량업무 영향요인 분석을 통한 수요예측모형 연구 (A Study on Demanding forecasting Model of a Cadastral Surveying Operation by analyzing its primary factors)

  • 송명숙
    • 한국경영과학회:학술대회논문집
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    • 한국경영과학회 2007년도 추계학술대회 및 정기총회
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    • pp.477-481
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    • 2007
  • The purpose of this study is to provide the ideal forecasting model of cadastral survey work load through the Economeatric Analysis of Time Series, Granger Causality and VAR Model Analysis, it suggested the forecasting reference materials for the total amount of cadastral survey general work load. The main result is that the derive of the environment variables which affect cadastral survey general work load and the outcome of VAR(vector auto regression) analysis materials(impulse response function and forecast error variance decomposition analysis materials), which explain the change of general work load depending on altering the environment variables. And also, For confirming the stability of time series data, we took a unit root test, ADF(Augmented Dickey-Fuller) analysis and the time series model analysis derives the best cadastral forecasting model regarding on general cadastral survey work load. And also, it showed up the various standards that are applied the statistical method of econometric analysis so it enhanced the prior aggregate system of cadastral survey work load forecasting.

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Modeling Effect of Exchange Rate Volatility on Growth of Trade Volume in Pakistan

  • Siddiqui, Muhammad Ayub;Erum, Naila
    • The Journal of Asian Finance, Economics and Business
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    • 제3권2호
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    • pp.33-39
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    • 2016
  • This study empirically evaluates the impact of exchange rate volatility, foreign direct investment, terms of trade, inflation, and industrial production and foreign exchange reserves on Pakistani trade volume over the period of 1975-2010 using quarterly data set. The study employs financial econometrics methods such as Augmented Dickey Fuller (ADF) test GARCH (1, 1) technique and Almon Polynomial Distributed Lag (APDL) models to estimate the relationship of variables. Findings of the study are in accordance with theoretical relationships presented by Clark, Tamirisa, Wei, Sadikov, & Zeng (2004), McKenzie (1999), Dellas & Zilberfarb (1993) and Côté (1994). These findings are also in accordance with the empirical studies which support positive relationship of exchange rate volatility and exports presented by Hsu & Chiang (2011), Chit (2008), Feenstra & Kendall (1991), Esquivel & Larraín (2002) and Onafowora & Owoye (2008). Findings of the study in terms of imports are supported by the studies such as Lee (1999), Alam & Ahmad (2011) and Arize (1998). The study also recommends some very important policy prescriptions.

The Existence of Random Walk in the Philippine Stock Market: Evidence from Unit Root and Variance-Ratio Tests

  • CAMBA, Abraham C. Jr.;CAMBA, Aileen L.
    • The Journal of Asian Finance, Economics and Business
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    • 제7권10호
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    • pp.523-530
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    • 2020
  • The efficient market hypothesis explains the random walk hypothesis suggesting that stock prices are independent of each other, hence, it is impossible to earn abnormal profits. The positive effect of a well-functioning and highly efficient stock market on the performance of an economy motivated the Philippine Stock Exchange to pursue massive modernization initiatives. This research provides evidence of the existence of random walk in the Philippine stock market employing the Augmented Dickey-Fuller (1981) and Phillips-Perron (1988) unit root tests, the Lo-MacKinlay's (1988) conventional variance ratio test, and Chow-Denning's (1993) simple multiple variance ratio test. Results of the ADF and PP unit root tests confirm the necessary condition for a random walk. The Chow-Denning (1993) maximum /z/ statistic and the Wald test statistic as in Richardson and Smith (1991) for the joint hypotheses and the Lo and MacKinlay (1988) individual statistics variance ratio test generally accepted the null hypothesis of a random walk. That is, the unit root and variance ratio tests consistently indicate that the null hypothesis of random walk cannot be rejected. The existence of a random walk in weak-form efficiency can be attributed to market liquidity as a result of continuous development and modernization of the Philippine equity market.

FMOLS 모형을 이용한 상업은행 수익성에 대한 연구 : 금리 시장화의 시각에서 (A Study on the Profitability of the Commercial Bank in Terms of Interest Rate Marketization : Based on FMOLS Model)

  • 하육강
    • 산경연구논집
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    • 제9권8호
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    • pp.41-50
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    • 2018
  • Purpose - As an important participant in the financial markets, the commercial bank will be impacted by the interest rate marketization. Owing to the special condition of China, this paper tries to explore the impact of operating mechanisms between interest rate marketization and the profitability of the commercial Bank. Research design, data and methodology - This paper applies time series data from 2005 to 2016. Due to the short period of time series, autocorrelation often occurs. Therefore, the fully modified least squares(FMOLS) will be used to conduct an empirical analysis. The reason is that it can move off the autocorrelation between variables and disturbance term. And FMOLS also can make estimated cointegrating parameters closed to normal distribution. More importantly, in order to avoid spurious regressions, the Augmented Dickey-Fuller Test will be used to verify the stationarity of all variables. The total return of asset is treated as the profitability of commercial bank. The net interest spread is treated as a measurement of interest rate marketization. Both are regarded as dependent variables. The non-interest income or gross revenues and impaired loans or gross loans are treated as independent variables. The sixteen representative listed commercial banks are divided into three categories (state-owned, share-holding and city-owned) to conduct an estimation. Results - Via empirical analysis, the findings show that the net interest spread has a positive effect on the profitability of the commercial bank. More specifically, 1% increase in the net interest spread will lead 0.157% increase in the profitability of state-owned commercial bank, 0.269% increase in the profitability of share-holding commercial bank and 0.263% increase in the profitability of city-owned commercial bank. If regarding the sixteen listed commercial city as a whole, 1% increase in the net interest spread will lead 0.267% increase in the profitability of the commercial bank. Conclusions - As the interest rate marketization, the importance of interest rate on the profitability of commercial bank has become more and more significant. The empirical evidences also prove that the net interest spread can bring about the change of the commercial bank's profitability. Therefore, policy-makers of commercial banks should fully understand the operating mechanism between them.

The Nexus between Urbanization, Gross Capital Formation and Economic Growth: A Study of Saudi Arabia

  • KHAN, Uzma
    • The Journal of Asian Finance, Economics and Business
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    • 제7권12호
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    • pp.677-682
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    • 2020
  • To investigate the nexus between urban population, gross capital formation, and economic growth in the Kingdom of Saudi Arabia, yearly data was collected from the World Bank for the period 1974- 2018. Basic statistics test and correlation matrix was used to investigate the causal effect among the tested parameters, followed by Augmented Dickey-Fuller (ADF) stationary test, co-integration analysis by Johansen test after that Vector Auto-Correction Model for both short-run and long-run and finally the Granger-Causality tests. Result of unit root test analysis shows that the urban population became stationary at I (0) level while economic growth and gross capital formation became stationary at I (1). Johansen co-integration analysis indicates that there is presence of both long-run and short-run relationship between the three variables in the Kingdom of Saudi Arabia. The result of the VECM Model reflects that both economic growth and gross capital formation have a negative impact on urban population in the short run. According to the Granger-Causality tests, there is unidirectional causality with the urban population by both gross capital formation and economic growth. Also, the result of the Granger Causality tests show that there is unidirectional causality between economic growth and gross capital formations.

Do Real Interest Rate, Gross Domestic Savings and Net Exports Matter in Economic Growth? Evidence from Indonesia

  • SUJIANTO, Agus Eko;PANTAS, Pribawa E.;MASHUDI, Mashudi;PAMBUDI, Dwi Santosa;NARMADITYA, Bagus Shandy
    • The Journal of Asian Finance, Economics and Business
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    • 제7권11호
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    • pp.127-135
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    • 2020
  • This study aims to measure the effects of real interest rate (RIR), gross domestic savings (GDS), and net exports (EN) shocks on Indonesia's economic growth (EG). The focus on Indonesia is unique due to the abundant resources available in the nation, but they are unsuccessful in boosting economic growth. This study applied a quantitative method to comprehensively analyze the correlation between variables by employing Vector Autoregression Model (VAR) combined with Vector Error Correction Model (VECM). Various procedures are preformed: Augmented Dickey-Fuller test (ADF), Optimum Lag Test, Johansen Cointegration Test, Granger Causality Test, as well as Impulse Response Function (IRF) and Error Variance Decomposition Analysis (FEVD). The data were collected from the World Bank and the Asian Development Bank from 1986 to 2017. The findings of the study indicated that economic growth responded positively to real interest rate shocks, which implies that when the real interest rate experiences a shock (increase), the economy will be inclined to growth. While, economic growth responded negatively to gross domestic savings and net export shocks. Policymakers are expected to consider several matters, particularly the economic conditions at the time of formulating policy, so that the prediction effectiveness of a policy can be appropriately assessed.