The generalized Cucconi test statistic for the two-sample problem

Journal of the Korean Statistical Society - Tập 48 - Trang 593-612 - 2019
Takuya Nishino1, Hidetoshi Murakami2
1Department of Applied Mathematics, Graduate School of Science, Tokyo University of Science, Tokyo, Japan
2Department of Applied Mathematics, Tokyo University of Science, Tokyo, Japan

Tóm tắt

When testing hypotheses in two-sample problem, the Lepage test statistic is often used to jointly test the location and scale parameters, and this test statistic has been discussed by many authors over the years. Since two-sample nonparametric testing plays an important role in biometry, the Cucconi test statistic is generalized to the location, scale, and location-scale parameters in two-sample problem. The limiting distribution of the suggested test statistic is derived under the hypotheses. Deriving the exact critical value of the test statistic is difficult when the sample sizes are increased. A gamma approximation is used to evaluate the upper tail probability for the proposed test statistic given finite sample sizes. The asymptotic efficiencies of the proposed test statistic are determined for various distributions. The consistency of the original Cucconi test statistic is shown on the specific cases. Finally, the original Cucconi statistic is discussed in the theory of ties.

Tài liệu tham khảo

Agarwal, R. P., Elezovic, N., & Pecaric, J. (2005). On some inequalities for beta and gamma functions via some classical inequalities. Journal of Inequalities and Applications, 5, 593–613. Andrews, F. F. (1954). Asymptotic behavior of some rank tests for analysis of variance. The Annals of Mathematical Statistics, 25, 724–736. Ansari, A. R., & Bradley, R. A. (1960). Rank sum tests for dispersion. The Annals of Mathematical Statistics, 31, 1174–1189. Cucconi, O. (1968). Un nuovo test non parametrico per il confront tra due gruppi campionar. Giornale Degli Econmisti Annali di Econmia, 27, 225–248. Dragomir, S. S. (1998). Some integral inequalities of Grüss type. RGMIA Research Report Collection, 1, 95–111. Dragomir, S. S., Agarwal, R. P., & Barnett, N. S. (2000). Inequalities for beta and gamma functions via some classical and new integral inequalities. Journal of Inequalities and Applications, 5, 103–165. van Eeden, C. (1964). Note on the consistency of some distribution-free tests for dispersion. Journal of the American Statistical Association, 59, 105–119. Goria, M. N. (1980). Some locally most powerful generalized rank tests. Biometrika, 67, 497–500. G Grüss (1935) ArticleTitleÜber das maximum des absoluten Betrages von \(\frac{1}{{b - a}}\int\limits_a^b {f(x)g(x)dx} - \frac{1}{{{{(b - a)}^2}}}\int_a^b {f(x)dx} \int_a^b {g(x)dx.} \) Mathematische Zeitschrift 39 215–226 Occurrence Handle1545499 Occurrence Handle10.1007/BF01201355 Kruskal, H. (1952). A nonparametric test for the several sample problem. The Annals of Mathematical Statistics, 23, 525–540. Lepage, Y. (1971). A combination of Wilcoxon’s and Ansari-Bradley’s statistics. Biometrika, 58, 213–217. Marozzi, M. (2008). The lepage location-scale test revisited. Far East Journal of Theoretical Statistics, 24, 137–155. Marozzi, M. (2009). Some notes on the location-scale Cucconi test. Journal of Nonparametric Statistics, 21, 629–647. Marozzi, M. (2014). The multisample Cucconi test. Statistical Methods & Applications, 23, 209–227. Marozzi, M., & Reiczigel, J. (2018). A progressive shift alternative to evaluate nonparametric tests for skewed data. Communications in Statistic. Simulation and Computations, http://dx.doi.org/10.1080/03610918.2017.1371745. Murakami, H. (2016a). All-pairs multiple comparisons based on the Cucconi test. Advances in Statistical Analysis, 100, 355–368. Murakami, H. (2016b). A moment generating function of a combination of linear rank tests and its asymptotic efficiency. Test, 25, 674–691. Neuhäuser, M. (2012). Nonparametric statistical tests: A computational approach. CRC Press. Nishino, T., & Murakami, H. (2018). The null and non-null limiting distributions of the modified multisample Cucconi test. Statistics, 52, 1344–1358. Paul, W., & Mielke, J. R. (1967). Note on some squared rank tests with existing ties. Technometrics, 9, 312–314. Pettitt, A. N. (1976). A two-sample Anderson-Darling rank statistic. Biometrika, 63, 161–168. Pollicello, G. E., & Hettmansperger, T. P. (1976). Adaptive robust procedures for the one-sample location problem. Journal of the American Statistical Association, 71, 624–633. Rublík, F. (2005). The multisample version of the lepage test. Kybernetika, 41, 713–733. Rutkowska, A., & Banasik, K. (2016). The Cucconi test for location-scale alternatives in application to asymmetric hydrological variables. Communications in Statistics. Simulation and Computation, 45, 1–15. Sen, P. K. (1962). On studentized non-parametric multi-sample location tests. Annals of the Institute of Statistical Mathematics, 14, 119–131. Sen, P. K. (1963). On weighted rank-sum tests for dispersion. Annals of the Institute of Statistical Mathematics, 15, 117–135. Taha, M. A. H. (1964). Rank test for scale parameter for asymmetrical one-sided distributions. Publications de L’Institute de Statistiques de L’Universitè Paris, 13, 169–180. Tamura, R. (1963). On a modification of certain rank tests. The Annals of Mathematical Statistics, 34, 1101–1103. Wilcoxon, F. (1945). Individual comparisons by ranking methods. Biometrics, 1, 80–83.