Local asymptotic powers of nonparametric and semiparametric tests for fractional integration

  • Xiaofeng Shao
  • , Wei Biao Wu

    Research output: Contribution to journalArticlepeer-review

    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 languageEnglish
    Pages (from-to)251-261
    Number of pages11
    JournalStochastic Processes and their Applications
    Volume117
    Issue number2
    DOIs
    StatePublished - Feb 2007

    Keywords

    • Fractional integration
    • KPSS test
    • Lagrange multiplier test
    • Local Whittle estimation
    • Long memory
    • R/S test

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