Alternative Variance-Ratio Tests Using Ranks and Signs

This article proposes using variance-ratio tests based on the ranks and signs of a time series to test the null that the series is a martingale difference sequence. Unlike conventional variance-ratio tests, these tests can be exact. In Monte Carlo simulations, I find that they can also be more powerful than conventional variance-ratio tests. I apply the proposed tests to five exchange-rate series and find that they are capable of detecting violations of the martingale hypothesis for all five series, whereas conventional variance-ratio tests yield ambiguous results.

[1]  B. Hansen Autoregressive Conditional Density Estimation , 1994 .

[2]  A. Craig MacKinlay,et al.  The Size and Power of the Variance Ratio Test in Finite Samples: a Monte Carlo Investigation , 1988 .

[3]  P. Robinson,et al.  Testing for strong serial correlation and dynamic conditional heteroskedasticity in multiple regression , 1991 .

[4]  J. Poterba,et al.  Mean Reversion in Stock Prices: Evidence and Implications , 1987 .

[5]  J. Stock,et al.  Drawing Inferences from Statistics Based on Multi-Year Asset Returns , 1989 .

[6]  Jean-Marie Dufour,et al.  Exact Nonparametric Orthogonality and Random Walk Tests , 1995 .

[7]  E. Lehmann,et al.  Nonparametrics: Statistical Methods Based on Ranks , 1976 .

[8]  Jia He,et al.  A Variance‐Ratio Test of Random Walks in Foreign Exchange Rates , 1991 .

[9]  Jean-Marie Dufour Rank Tests for Serial Dependence , 1981 .

[10]  C. Gouriéroux,et al.  Rank tests for unit roots , 1997 .

[11]  H. Toutenburg,et al.  Lehmann, E. L., Nonparametrics: Statistical Methods Based on Ranks, San Francisco. Holden‐Day, Inc., 1975. 480 S., $ 22.95 . , 1977 .

[12]  Ying-Wong Cheung,et al.  Long Memory in Foreign-Exchange Rates , 1993 .

[13]  R. Koenker,et al.  Robust rank tests of the unit root hypothesis , 1997 .

[14]  A. Lo,et al.  Stock Market Prices Do Not Follow Random Walks: Evidence from a Simple Specification Test , 1987 .

[15]  Jean-Marie Dufour,et al.  Excat Nonparametric Tests of Orthogonality and Random Walk in the Presence of a Drift Parameter , 1997 .