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題名:外匯市場之預測與分析
作者:李振宇
作者(外文):Chen-Yu Li
校院名稱:國立暨南國際大學
系所名稱:國際企業學系
指導教授:胡毓彬
滑明曙
學位類別:博士
出版日期:2009
主題關鍵詞:動態因子模型匯率走勢預測穩健性匯率波動分析買賣價差dynamic factor modelprediction of exchange raterobustnessvolatility of exchange ratebis-ask spread
原始連結:連回原系統網址new window
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匯率走勢的預測與匯率波動的分析, 始終是國際金融議題之一。 本文區分兩部分, 分別探討匯率走勢的預測與匯率波動的分析。
有關匯率走勢預測部分, 兩種動態因子模型各別從大量的總體經濟變數中, 萃取共同因子來幫助匯率預測並比較預測能力的表現。 藉由動態因子模型的假設, 比較古典因子模型 (classical factor model) 與 Peña-Box 模型的穩健性 (robustness)。 在模型錯置的條件下, 發現 Peña-Box 模型比古典因子模型更穩健。 這兩模型估計共同因子的方法不同,分別為主成分分析 (Principal Componemt Analysis; PCA) 與 2-SCM (two-directional Scalar Component Model)。 PCA 因子是擷取同一時期變數間的關係, 而 2-SCM 因子則是擷取跨期變數之間的關係。 由於 2-SCM 因子受到時間因素的影響, 因此, 在時間序列上 Peña-Box 模型表現會比古典因子模型穩健。 在實證上, 本文藉由兩國基本面之時間序列資料分別粹取 PCA 因子與 2-SCM 因子, 並進一步在匯率預測方程式上加入雙邊匯率與共同因子之遞延項。 樣本內的預測, 無論使用 2-SCM 因子或 PCA 因子的預測能力都比隨機漫步優越, 而且使用 2-SCM 因子作為匯率預測的外生變數會比用 PCA 因子表現更佳。 然而, 在樣本外的預測, 利用 2-SCM 因子幫助匯率預測, 其預測表現無明顯優於隨機漫步。
有關匯率波動分析, 藉由電子外匯交易系統 EBS 之日內高頻資料, 記錄每 15 分鐘內 JPY/USD 匯率之買賣價差, 資料長度由西元 2003 年 01 月 01 日至西元 2005 年 12 月 31 日止, 檢視外匯市場交易機制的活動性與匯率波動的關係。 利用買賣價差資料配適 Periodic-GARCH (P-GARCH) 模型, 當匯率交易次數與價格改變次數, 兩者與買賣價差有負向關係時, 匯率的波動大小與買賣價差便有顯著且正向關係, 此項結果與過去的實證研究相似。 另外, 也發現在東京外匯市場的交易期間, 交易活動曲線會呈現 U 型現象; 而倫敦外匯市場交易期間的交易活動曲線則為倒 U 字型。 同時, 買賣價差受未預期新聞發佈的影響, 買賣價差的波動曲線呈現反 U 字型。 由電子外匯交易系統 EBS 所取得的買賣價差, 與其他電子外匯交易系統或交易商間之外匯交易市場的資料, 買賣價差的活動行為無明顯的差異。
This dissertation investigates two issues in the international financial market. One is the forecasting of exchange rate movement, the other is the analysis of volatility exchange rate.
To forecast the exchange rate movement, adopting dimension reduction to extract useful predictors from a large set of monthly macroeconomic time series is a way to improve forecasting accuracy.
Part of studies compares two methods for extracting predictors, including the well-known classical factor model and the Pe~{n}a-Box Model, which is a dynamic factor model.
Compared with the classical factor model, the Peña-Box Model is more robust with respect to misidentifying models since it captures the time-effect relationship of original variables.
Both simulations and empirical studies on forecasting the JPY/USD exchange rate confirm the advantages of the Peña-Box Model.
To analyze the relation trading activities with exchange rate volatility on the intraday behavior of the 15-minute exchange rate bid-ask spreads in the EBS electronic brokerage market.
Part of studies investigates the market institutional effects of the determining role of trading activities and exchange rate volatility on the intraday behavior of the 15-minute JPY/USD and EUR/USD exchange rate bid-ask spreads in the EBS
electronic brokerage market for the period from January 1, 2003 to December 31, 2005.
We find that the exchange rate volatility both significantly and positively affects the bid-ask spreads, while the numbers of deals and quotation changes negatively affect the bid-ask spreads.
These results are similar to those of past studies. We also find that a U-shaped pattern exists in the Tokyo trading hours and an inverted U-shaped pattern in the London trading hours,
in addition to a round clock inverted U-shaped pattern of spread volatility.
This inverted U-shaped pattern may be caused by unexpected news arrivals.
The spread behavior of the EBS global electronic broking market is not different from that of other electronic interdealer quotation markets and electronic broking markets.
Almedia, A. and Goodhart, C. and Paynes, R., The effects of macroeconomic news on high frequency exchange ratebehavior, Journal of Financial and Quantitative Analysis, 1998, 33 (3), 383-408,
Andersen, T. G. and Bollerslev, T., DM-Dollar volatility: Intraday activity patterns, macroeconomic announcements, and longer run dependencies, Journal of Finance, 1998, 53, 219-265,
Andersen, T. G. and Bollerslev, T. and Diebold, F. and Vega, C., Micro effects of macro announcements: Real-time price discovery in foreign exchange, American Economic Review, 2003, 93, 38-62,
Anderson, T. W., An Introduction to Multivariate Statistical Analysis, New York: Wiley, 1984, 2nd, edition,
Backus, D. K., Empirical models of the exchange rate: separating the wheat from the chaff, Canadian Journal of Economics, 1984, 17 (4), 824-846,
Baillie, R. T. and Bollerslev, T., Intraday and intermarket volatility in foreign exchange rates, Review of Economic Studies, 1991, 58, 565-585,
Bates, J. M. and Granger, C. W. J., The combination of forecasts, Operations Research Quarterly, 1969, 20, 451-468,
Bauwens, L. and Omrane, W. B. and Giot, P., News announcements, market activity and volatility in the euro/dollar foreign exchange market, Journal of International Money and Finance, 2005, 24, 1108-1125,
Bernanke, B. S. and Boivin, J., Monetary policy in a data-rich environment, Journal of Monetary Economics, 2003, 50, 525-546,
Bessembinder, H., Bid-ask spreads in the interbank foreign exchange markets, Journal of Financial Economics, 1994, 35, 317-348,
Bj{o}nnes, G. H. and Rime, D., Dealer behavior and trading systems in foreign exchange merkets, Journal of Financial Economics, 2005, 75, 571-605,
Bollerslev, T., Modelling the coherence in short-run nominal exchange rates: a multivariate generalized ARCH model, Review of Economics and Statistics, 1990, 72, 498-505,
Bollerslev, T., Generalized Autoregressive Conditional Heteroskedasticity, Journal of Econometrics, 1986, 31, 307-327,
Bollerslev, T. and Domowitz, I., Trading patterns and prices in the interbank foreign exchange market, Journal of Finance, 1993, 48, 1421-1443,
Bollerslev, T. and Ghysels, E., Periodic autoregressive conditional heteroscedasticity, Journal of Business and Economic Statistics}, 1996, 14 (2), 139-151,
Bollerslev, T. and Melvin, M., Bid-ask spreads and volatility in the foreign exchange market: An empirical analysis, Journal of International Economics, 1994, 36, 355-372,
Bollerslev, T. and Wooldridge, J. M., Quasi Maximum Likelihood Estimation and Inference in Dynamic Models With Time-Varying Covariances, Econometric Reviews, 1992, 11, 143-172,
Boothe, P., Exchange rate risk and bid-ask spread: A seven country comparison, Economic Inquiry, 1988, 26, July, 485-492,
Box, G. E. P. and Jenkins, G. M. and Reinsel, G. C., Time Series Analysis: Forecasting and Control, Prentice Hall, Englewood Cliffs, NJ., 1994,
Brock, W. A. and Kleidon, A. W., Periodic market closure and trading volume: A model of intraday bids and asks, Journal of Economic Dynamics and Control, 1992, 16, 451-489,
Cai, F. and Howorka, E. and Wongswan, J., Informational linkages across trading regions: Evidence from foreignexchange markets, Journal of International Money and Finance, 2008, 27 (8), 1215-1243,
Chaboud, A. P. and Chernenko, S. and Howorka, E. and Krishnasami Iyer, R. S. and Liu, D. and Wright, J. H., The high-frequency effects of U.S. macroeconomic data releases on prices and trading activity in the global interdealer foreign exchange market, International Finance Discussion Paper, 823, 2004,
Chen, C. C., Dimension reduction and exchange rate movements, Working paper, 2007,
Cheung, Y. W. and Chinn, M. D. and Garcia Pascual, A., Empirical exchange rate models of the nieties: Are any fit to survive?, Journal of International Money and Finance, 2005, 24, {1150-1175},
Cheung, Y. W. and Wong, C. Y. P., A survey of market practitioners' views on exchange rate dynamics, Journal of International Economics, 2000, 51, 401-419,
Chinn, M. D. and Meese, R. A., Banking on currency forecasts: How predictable is the change in money?, Journal of International Economics, 1995, 38 (1), 161-178,new window
Dan'{i}elsson, J. and Payne, R., Real trading patterns and prices in the spot foreign exchange markets, Journal of International Money and Finance, 2002, 21, 203-222,
Ding, D. K., The determinants of bid-ask spreads in the foreign exchange futures market: A microstructure analysis, The Journal of Futures Markets, 1999, 19 (3), 307-324,
Dornbusch, R., Expectations and Exchange Rate Dynamics, The Journal of Political Economy, 1976, 84, 1161-1176,
Drost, F. C. and Nijman, T. E., Temporal Aggregation of GARCH Processes, Econometrica, 1993, 61, 909-928,
Elliott, G. and Timmermann, A., Economic Forecasting, Journal of Economic Literature, 2008, 46:1, 3-56,new window
Engle, R. and Patton, A., Impacts of trades in an error-correction model of quote prices}, note = {UCSD Economics Working Paper, No. 2000-26}, {2001},
Engle, R. F., Autoregressive Conditional Heteroscedasticity with Estimates of the Variance of U. K. Inflation}, {Econometrica}, {1982}, {50}, {987-1007},
Engle, R. F. and Bollerslev, T., Modeling the persistence of conditional variances, Econometric Reviews, 1986, 5, 1-50,
Evans, M. D. D. and Lyons, R. K., How is macro news transmitted to exchange rates?, Journal of Financial Economics, 2008, 88 (1), 26-50,new window
Evans, M. D. D. and Lyons, R. K., Order flow and exchange rate dynamics, Journal of Political Economy, 2002, 110 (1), 170-180,new window
Fernandez-Villaverde, J. and Rubio-Ramirez, J. F., Comparing dynamic equilibrium models to data: A Bayesian approach, Journal of Econometrics, 2004, 123, 153-187,
Frenkel, J. A., A monetary approach to the exchange rate : Doctrinal aspects and empirical evidence., The Scandinavian Journal of Economics, 1976, 78 (2), 200-224,
Gallardo, P. and Heath, A., Execution methods in foreign exchange markets, Bank of International Settlements Quarterly Review, March 2009, 83-91,
Geweke, J., The dynamic factor analysis of economic time series, Latent Variables in Socio-Economic Models: D. J. Aigner and A. S. Goldberger, eds., North-Holland, Amsterdam, 365-383., 1977,
Glassman, D., Exchange rate risk and transaction costs: Evidence from bid-ask spreads}, {Journal of International Money and Finance}, 1987, 6, No. 4, 479-490,
Goodhart, C. A. E. and Figliuoli, L., Every minute counts in financial markets}, {Journal of International Money and Finance}, {1991}, 10, 23-52,
Goodhart, C. A. E. and Ito, T. and Payne, R. G., One Day in June 1993: A Study of the Working of the Reuters 2000-2 Electronic Foreign Exchange Trading System, The Microstructure of Foreign Exchange Markets, 1996, in Frankel et al. (Eds.), University of Chicago Press,
Goodhart, C. A. E. and Payne, R. G., Microstructural dynamics in a foreign exchange electronic broking system}, {Journal of International Money and Finance, 1996, 15, No. 6, 829-852,
Hartmann, P., Trading volumes and transaction costs in the foreign exchange market: Evidence from daily Dollar-Yen spot data}, {Journal of Banking and Finance, 1999, 23, 801-824,
Heynen, R. C. and Kat, H. M., Volatility prediction: a comparison of the stochastic volatility, GARCH (1,1), and EGARCH (1,1) models}, The Journal of Derivatives, 1994, 2, 50-65,new window
Hsieh, D. A. and Kleidon, A. W., Bid-ask spreads in foreign exchange markets: Implications for modelsof asymmetric information, in Frankel, Jeffrey A., Giampaolo Galli and Alberto Giovannini, eds., The Microstructure of Foreign Exchange Markets, The University of Chicago Press, Chicago, 1996,
Hu, Y. P. and Chou, R. J., On the Pe~{n}a-Box model, Journal of Time Series Analysis, 2004, 25, 811-830,
Inoue, A. and Kilian, L., How Useful Is Bagging in Forecasting Economic Time Series? A Case Study of U.S. Consumer Price Inflation, Journal of the American Statistical Association, 2008, 103(482), 511-522,
Ito, T. and Hashimoto, Y., Intraday seasonality in activities of the foreign exchange markets:Evidence from the electronic broking system, Journal of the Japanese and International Economies, 2006, 20 (4), 637-664,
Ito, T. and Hashimoto, Y., Microstructure of the Yen/Dollar foreign exchange market}, NBER Working paper 10856, 2004,
Ito, T. and Roley, V., News from the US and Japan: Which moves the Yen/Dollar exchange rate?, Journal of Monetary Economics, 1987, 19 (2), 255-277,
Iwatsubo, K. and Kitamura, Y., Intraday evidence of the informational efficiency of the yen/dollar exchange rate, Applied Financial Economics, 2009, 19 (14), 1103-1115,
Jang, H. and Venkatesh, P., Consistency between predicted and actual bid-ask quote-revisions, Journal of Finance, 1991, 46, 433-446,
Jorda, O. and Marcellino, M., Modeling high-frequency foreign exchange data dynamics, Macroeconomic Dynamics, 2003, 7 (4), 1-18,
Kroner, K. F. and Jahangir, S., Time-varying distributions and dynamic hedging with foreign currency futures, Journal of Financial and Quantitative Analysis, 1993, 28, 535-551,
Krugman, P. R. and Obstfeld, M., International Economics: Theory and Policy, Pearson International Edition, 2006, Seventh Edition,
Lee, S. W. and Hansen, B. E., Asymptotic Theory for the GARCH(1,1) Quasi-Maximum Likelihood Estimator, Econometric Theory, 1994, 10, 29-52,new window
Li, K. C., Sliced inverse regression for dimension reduction, Journal of the American Statistical Association, 1991, 86}, 316-327,
Love, R. and Payne, R., Macroeconomic news, order flows and exchange rates, working paper, 2004,
Lyons, R. K., Tests of microstructural hypotheses in the foreign exchange market, Journal of Financial Economics, 1995, 39, 321-351,
MacDonald, R., Exchange rate behaviour: are fundamentals important?, The Economic Journal, 1999, 109 (November), F673-F691,
Mark, N., Exchange rates and foundamentals: evidence on long-horizon predictability, American Economic Review, 1995, 85, 201-218,
Meese, R. and Rogoff, K., Empirical exchange rate models of the seventies: do they fit out of sample?, Journal of International Economics, 1983, 14 (1-2), 3-24,
Meese, R. and Rogoff, K., The out-of-sample failure of empirical exchange rate models. In: Frenkel, J. (Ed.), Exchange Rates and International Economics., University of Chicago Press, Chicago., 1983,
Mussa, M., Empirical regularities in the behavior of exchange rates and theories of the foreign exchange market, Carnegie-Rochester Conference Series on Public Policy, 1979, 1, 9-57},new window
Mussa, M., The Exchange Rate, the Balance of Payments and Monetary and FiscalPolicy under a Regime of Controlled Floating, Scandinavian Journal of Economics, 1976, 78 (2), 229-248},
Ohnishi, T. and Takayasu, H. and Ito, T. and Hashimoto, Y. and Watanabe, T. and Takayasu, M., Dynamics of quote and deal prices in the foreign exchange market, Journal of Economic Interaction and Coordination}, {2008}, {3: 1}, {99-106},new window
Payne, R. G., Informed trade in spot foreign exchange markets: An empirical investigation, {Journal of International Economics, 2003, 61, 307-309,
Pe~{n}a, D. and Box, G. E. P., Identifying a simplifying structure in time series, Journal of American Statistical Association, 1987, 82, 836-843,
Pe~{n}a, D. and Poncela, P., Nonstationary dynamic factor analysis, Journal of Statistical Planning and Inference, 2006, 136, 1237-1257,
Sager, M. and Taylor, M. P., The impact of European Central Bank Governing Council announcements on the foreign exchange market: A microstructural analysis, Journal of International Money and Finance, 2004, 23, 1043-1051,
Sager, M. and Tayor, M. P., Commercially available order flow data and exchange rate movemnets: Caveat emptor, Journal of Money, Credit and Banking, 2008, 40, 583-625,
Sargent, T. J. and Sims, C. A., Business cycle modeling without pretending to have too much a prior economic theory, New Methods in Business Cycle Research, 1977, 45-110, Federal Reserve Bank of Minneapolis, Minneapolis,
Somanath, D., Efficient exchange rate forecasts, Journal of International Money and Finance, 1986, 5 (2), 195-220,
Stock, J. H. and Watson, M. W., Forecasting with many predictors, Handbook of Economic Forecasting, Amsterdam: North-Holland, 2006,
Stock, J. H. and Watson, M. W., Combination forecasts of output growth in a seven country dataset, Journal of Forecasting, 2004, 23, 405-430,
Stock, J. H. and Watson, M. W., Forecasting using principal components from a large number of predictors, Journal of American Statistical Association, 2002, 97, 1167-1179,
Tiao, G. C. and Tsay, R. S., Model specification in multivariate time series (with discusssion), Journal of the Royal Statistical Society, 1989, B, 51, 157-213,
Tsay, R. S., Analysis of Financial Time Series, 2nd edition, New York: Wiley, 2005,
Weiss, A. A., Asymptotic Theory for ARCH Moels: Estimation and Testing, Econometric Theory, 1986, 2, 107-131,
Wright, J. H., Bayesian model averaging and exchange rate forecasts, Journal of Econometrics, 2008, 145, 329-341,
Yao, J. M., Market making in the interbank foreign exchange market, Stern School of Business, New York University, 1998, Working paper S-98-3,
高櫻芬.彭雅玲, 外匯交易市場之市場微結構, 台灣金融財務季刊, 2003, 4: 2, 103-115,new window
 
 
 
 
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