手法を比較
選択した手法を並べて確認できます。異なる行はハイライト表示されます。
| 構造的ブレークOLS× | 構造的ブレーク GLS (Structural Break GLS)× | |
|---|---|---|
| 分野 | 計量経済学 | 計量経済学 |
| 系統 | Regression model | Regression model |
| 提唱年≠ | 1960–1998 | 1998 (structural break GLS formalization) |
| 提唱者≠ | Chow (1960) for the breakpoint test; Bai & Perron (1998) for multiple break estimation | Bai & Perron (1998); GLS framework by Aitken (1936) |
| 種類≠ | Segmented linear regression | Regression estimator |
| 原典 | Bai, J., & Perron, P. (1998). Estimating and testing linear models with multiple structural changes. Econometrica, 66(1), 47–78. DOI ↗ | Bai, J., & Perron, P. (1998). Estimating and testing linear models with multiple structural changes. Econometrica, 66(1), 47–78. DOI ↗ |
| 別名 | OLS with structural breaks, piecewise OLS, regime-switching OLS, breakpoint regression | GLS with structural breaks, break-adjusted GLS, structural change GLS, regime-switching GLS |
| 関連 | 6 | 6 |
| 概要≠ | Structural Break OLS extends ordinary least squares to allow regression coefficients to shift at one or more breakpoints in time or across regimes. Rather than forcing a single coefficient vector across the entire sample, the model partitions the data and estimates a separate OLS regression within each segment, making it appropriate when economic relationships are suspected to change due to policy shifts, crises, or other structural events. | Structural Break GLS combines Generalized Least Squares estimation with explicit allowance for regime shifts in the data-generating process. The method estimates separate coefficient vectors for each segment defined by detected break dates while correcting for non-spherical errors — heteroscedasticity or autocorrelation — that frequently accompany structural change, yielding consistent and efficient estimates across all regimes. |
| ScholarGateデータセット ↗ |
|
|