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| 題名: | 過濾靴帶反覆抽樣與一般動差估計式
Sieve Bootstrap Inference Based on GMM Estimators of Time Series Data |
| 作者: | 劉祝安
Liu, Chu-An |
| 貢獻者: | 郭炳伸
林信助
Kuo, Biing-Shen
Lin, Shinn-Juh
劉祝安
Liu, Chu-An |
| 關鍵詞: | 過濾靴帶反覆抽樣法
區塊拔靴法
一般動差估計式
時間序列資料
Sieve bootstrap
block bootstrap
GMM estimators
time series data |
| 日期: | 2004 |
| 上傳時間: | 2009-09-18 14:16:00 (UTC+8) |
| 摘要: | In this paper, we propose two types of sieve bootstrap, univariate and multivariate approach, for the generalized method of moments estimators of time series data. Compared with the nonparametric block bootstrap, the sieve bootstrap is in essence parametric, which helps fitting data better when researchers have prior information about the time series properties of the variables of interested. Our Monte Carlo experiments show that the performances of these two types of sieve bootstrap are comparable to the performance of the block bootstrap. Furthermore, unlike the block bootstrap, which is sensitive to the choice of block length, these two types of sieve bootstrap are less sensitive to the choice of lag length. |
| 參考文獻: | [1] Andrews, D. W. K. (2002), “The Block-Block Bootstrap: Improved Asymptotic Refinements,” Cowles Foundation Discussion Paper No. 1370, Yale University, New Haven, CT.
[2] B¨uhlmann, P. (1997), “Sieve Bootstrap for Time Series,” Bernoulli, 3, 123-148.
[3] B¨uhlmann, P. (2002), “Bootstraps for Time Series,” Statistical Science, 17, 52-72.
[4] Efron, B. (1979), “Bootstrap Methods: Another Look at the Jackknife,” Annals of Statistics, 7, 1-26.
[5] Efron, B., and R. J. Tibshirani (1993), An Introduction to the Bootstrap. (Chapman & Hall, New York).
[6] Freedman, D. A. (1984), “On Bootstrapping Two-Stage Least-Squares Estimates in Stationary Linear Models,” Annals of Statistics, 12, 827-842.
[7] Hall, P., and J. L. Horowitz (1996), “Bootstrap Critical Values for Tests Based on Generalized-Method-of-Moments Estimators,” Econometrica, 64, 891-961.
[8] Hansen, B. E. (2004), Graduate Econometrics Lecture Notes, Department of Economics, University of Wisconsin, Madison, WI.
[9] Hansen, L. P. (1982), “Large Sample Properties of Generalized Method of Moments Estimators,” Econometrica, 50, 1029-1054.
[10] H¨ardle, W., J. L. Horowitz, and J.-P. Kreiss (2003), “Bootstrap Methods for Time Series,” International Statistical Review, 71, 435-459.
[11] Horowitz, J. L. (2001), “The Bootstrap,” in Handbook of Econometrics, Vol. 5, ed. J. J. Heckman and E. E. Leamer. (North-Holland Publishing Co., Amsterdam).
[12] Inoue A., and M. Shintani (2001), “Bootstrapping GMM Estimators for Times Series,” accepted for publication in the Journal of Econometrics, Department of Agricultural and Resource Economics, North Carolina State University, Raleigh,
NC.
[13] Kocherlakota, N. R. (1990), “On Tests of Representative Consumer Asset Pricing Models,” Journal of Monetary Economics, 26, 285-304.
[14] K¨unsch, H. R. (1989), “The Jackknife and the Bootstrap for General Stationary Observations,” Annals of Statistics, 17, 1217-1241.
[15] Lahiri, S. N. (1999), “Theoretical Comparisons of the Block Bootstrap Methods,” Annals of Statistics, 27, 386-404.
[16] L¨utkepohl, H. (1993), Introduction to Multiple Time Series Analysis. (Springer-Verlag, New York).
[17] MacKinnon, J. G. (2002), “Bootstrap Inference in Econometrics,” Canadian Journal of Economics, 35, 615-645.
[18] Staiger, D., and J. H. Stock (1997), “Instrumental Variables Regression with Weak Instruments,” Econometrica, 65, 556-586.
[19] Stock, J. H., and J. H. Wright (2001), “GMM with Weak Identification,” Econometrica, 68, 1055-1096.
[20] Tauchen, G. (1986), “Statistical Properties of Generalized Method-of-Moments Estimators of Structure Parameters Obtained from Financial Market Data,” Journal of Business and Economic Statistics, 4, 397-425. |
| 描述: | 碩士
國立政治大學
國際經營與貿易研究所
91351007
93 |
| 資料來源: | http://thesis.lib.nccu.edu.tw/record/#G0913510071 |
| 資料類型: | thesis |
| 顯示於類別: | [國際經營與貿易學系 ] 學位論文
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