Abstract
The paper concerns testing long memory for fractionally integrated nonlinear processes. We show that the exact local asymptotic power is of order O [(log n)- 1] for four popular nonparametric tests and is O (m- 1 / 2), where m is the bandwidth which is allowed to grow as fast as nκ, κ ∈ (0, 2 / 3), for the semiparametric Lagrange multiplier (LM) test proposed by Lobato and Robinson [I. Lobato, P.M. Robinson, A nonparametric test for I (0), Rev. Econom. Stud. 68 (1998) 475-495]. Our theory provides a theoretical justification for the empirical findings in finite sample simulations by Lobato and Robinson [I. Lobato, P.M. Robinson, A nonparametric test for I (0), Rev. Econom. Stud. 68 (1998) 475-495] and Giraitis et al. [L. Giraitis, P. Kokoszka, R. Leipus, G. Teyssiére, Rescaled variance and related tests for long memory in volatility and levels, J. Econometrics 112 (2003) 265-294] that nonparametric tests have lower power than LM tests in detecting long memory.
| Original language | English |
|---|---|
| Pages (from-to) | 251-261 |
| Number of pages | 11 |
| Journal | Stochastic Processes and their Applications |
| Volume | 117 |
| Issue number | 2 |
| DOIs | |
| State | Published - Feb 2007 |
Keywords
- Fractional integration
- KPSS test
- Lagrange multiplier test
- Local Whittle estimation
- Long memory
- R/S test
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