skip to main content
article
Free Access

Exact nonparametrics in APL

Authors Info & Claims
Published:01 June 1984Publication History
Skip Abstract Section

Abstract

The authors present a new algorithm for the exact distribution of many nonparametric tests. The algorithm is based on a recursion formula that relates the distribution of where K1,...,Kn are iid Bernoulli [1/2] and a1,...,an are fixed p-vectors, to the distribution of Tn-1. The core idea is to realize this recursion by shifts of the p - dimensional distribution of Tn-1 in the computer main storage, which can be implemented efficiently in APL. We believe, that the method has achieved a breakthrough in the practical application of Fisher-Pitman permutation tests, but it can also be used routinely in the computation of many other tests by applying an initial transformation to the original data. A noteworthy example is the Wilcoxon test with arbitrary ties in the data, whose exact distribution can easily be computed for Nample 100.

In order to allow the direct use of these results, a complete list of the necessary APL programmes is included in the text.

References

  1. 1 Bell, C. B. and Smith, P. J. {1972}: Completeness theorems for characterizing distribution-free statistics. Institute of Stat. Math. Ann., Vol. 24, p. 435 ff.Google ScholarGoogle Scholar
  2. 2 Bradley, J. V. {1968}: Distribution-free statistical tests. Englewood Cliffs.Google ScholarGoogle Scholar
  3. 3 Dwass, M. {1957}: Modified randomization tests. Ann. Math. Stat., Vol. 28, p. 181 ff.Google ScholarGoogle Scholar
  4. 4 Edgington, E. S. {1969}: Approximate randomization tests. J. of Psychol., Vol. 72, p. 143 ff.Google ScholarGoogle ScholarCross RefCross Ref
  5. 5 Edgington, E. S. {1980}: Randomization tests. New York and Basel. Google ScholarGoogle ScholarDigital LibraryDigital Library
  6. 6 Fernandez-Jung, F. {1983}: Auswirkung elterlicher Mitaufnahme (rooming-in Modell) auf das Verhalten stationär behandelter Kinder. Diss. FU Berlin.Google ScholarGoogle Scholar
  7. 7 Fisher, R. A. {1935}: Design of experiments. Edinburgh.Google ScholarGoogle Scholar
  8. 8 Gibbons, J. D. {1972}: A distribution-free two-sample goodness-of-fit test for general alternatives. Br. J. Math. Stat. Psychol., Vol. 25, p.95.Google ScholarGoogle ScholarCross RefCross Ref
  9. 9 Green, B. F. {1977}: A practical interactive program for randomization tests of location. American. Stat., Vol. 31, p. 37 ff.Google ScholarGoogle Scholar
  10. 10 Hartigan, J. A. {1969}: Using subsample values as typical values. J. Amer. Stat. Assoc., Vol. 64, p. 1303 ff.Google ScholarGoogle ScholarCross RefCross Ref
  11. 11 Hubert, L. and Schultz, J. {1976}: Quadratic assignment as a general data analysis strategy. Br. J. Math. Stat. Psychol., Vol. 29, p. 190 ff.Google ScholarGoogle ScholarCross RefCross Ref
  12. 12 John, R. D. and Robinson, J. {1983}: Significance levels and confidence intervals for permutation tests. J. Stat. Comp. Simul., Vol. 16, p. 161 ff.Google ScholarGoogle ScholarCross RefCross Ref
  13. 13 Kellermann, E. and Rodgers, W. C. {1974}: APL tools for combinatorics. Proc. 6th Int. APL Users' Conference. Google ScholarGoogle ScholarDigital LibraryDigital Library
  14. 14 Lehmann, E. L. and Stein, C. {1949}: On the theory of some non-parametric hypotheses. Annals of Math. Stat., Vol. 20, p. 28 ff.Google ScholarGoogle ScholarCross RefCross Ref
  15. 15 Mann, H. B. and Whitney, D. R. {1947}: On a test of whether one of two random variables is stochastically larger than the other. Ann. Math. Stat., Vol. 18, p. 50 ff.Google ScholarGoogle Scholar
  16. 16 Mehta, C. R. and Patel, N. R. {1980}: A network algorithm for the exact treatment of the 2& times;k contingency table. Comm. Stat. B, Vol. 9, p. 649 ff.Google ScholarGoogle Scholar
  17. 17 Mehta, C. R. and Patel, N. R. {1983}: A network algorithm for performing Fisher's exact test in r×c contingency tables. J. Amer. Stat. Assoc., Vol. 78, p. 427 ff.Google ScholarGoogle Scholar
  18. 18 Mielke, P. W. and Berry, K. J. {1976}: An extended class of matched pairs tests based on powers of ranks. Psychometrika, Vol. 41, p. 89 ff.Google ScholarGoogle Scholar
  19. 19 Nijenhuis, A. and Wilf, H. S. {1978}: Combinatorial algorithms. New York.Google ScholarGoogle Scholar
  20. 20 Odén, A. and Wedel, H. {1975}: Arguments for Fisher's permutation test. Ann. of Statistics, Vol. 3, p. 518 ff.Google ScholarGoogle Scholar
  21. 21 Oldenbürger, H. A. {1981}: Methodenheuristische Überlegungen und Untersuchung zur "Erhebung" und Repräsentation kognitiver Strukturen. Diss. GöttingenGoogle ScholarGoogle Scholar
  22. 22 Pagano, M. and Tritchler, D. {1983}: On obtaining permutation distributions in polynomial time. J. Amer. Stat. Assoc., Vol. 78, p. 435 ff.Google ScholarGoogle ScholarCross RefCross Ref
  23. 23 Policello, G. E. and Hettmansperger, T. P. {1976}: Adaptive robust procedures for the one-sample location problem. J. Amer. Stat. Assoc., Vol. 71, p. 624 ff.Google ScholarGoogle ScholarCross RefCross Ref
  24. 24 Pitman, E. J. G. {1937}: Significance tests which may be applied to samples from any population I, II, III. J. Roy. Stat. Soc. Suppl., Vol. 4, p. 119 ff, J. Roy. Stat. Soc. Suppl., Vol. 4, p. 225 ff, Biometrika, Vol. 29, p. 322 ff.Google ScholarGoogle Scholar
  25. 25 Puri, M. L. and Sen, P. K. {1971}: Nonparametric methods in multivariate analysis. New York.Google ScholarGoogle Scholar
  26. 26 Randles, R. H. and Wolfe, D. A. {1979}: Introduction to the theory of nonparametric statistics. New York.Google ScholarGoogle Scholar
  27. 27 Röhmel, J. and Streitberg, B. {1983}: Zur Konstruktion globaler Tests, FB Mathematik FU Berlin, Preprint No. 148.Google ScholarGoogle Scholar
  28. 28 Robinson, J. {1978}: An asymptotic expansion for samples from a finite population. Ann. of Stat., Vol. 6, p. 1005-1011.Google ScholarGoogle ScholarCross RefCross Ref
  29. 29 Robinson, J. {1982}: Saddlepoint approximation for permutation tests and confidence intervals. J. Roy. Stat. Soc. B, Vol. 44, p. 91.Google ScholarGoogle Scholar
  30. 30 Shapiro, C. P. and Hubert, L. {1979}: Asymptotic normality of permutation statistics derived from weighted sums of bivariate functions. Ann. of Stat., Vol. 7, p. 788 ff.Google ScholarGoogle Scholar
  31. 31 Sonnemann, E. {1982}: Tests zum multiplen Niveau &agr;. EDV in Medizin und Biologie.Google ScholarGoogle Scholar
  32. 32 Still, A. W. and White, A. P. {1981}: The approximate randomization tests as an alternative to the F - test in analysis of variance. Br. J. Math. Stat. Psychol., Vo. 25, p. 83 ff.Google ScholarGoogle Scholar
  33. 33 Streitberg, B. and Röhmel, J. {1983}: Exakte Verteilungen für Rang- und Randomisierungstests im allgemeinen C - Stichprobenproblem. Tagung der Int. Biometric Society, Sektion Deutschland, Frühjahr 1983.Google ScholarGoogle Scholar
  34. 34 Stucky, W. and Vollmar, J. {1976}: Exact probabilities for tied linear rank tests. J. Stat. Comput. Simul., Vol. 5, p. 73 ff.Google ScholarGoogle ScholarCross RefCross Ref
  35. 35 Toothaker, L. E. {1972}: An empirical investigation of the permutation t-test. Br. J. Math. Stat. Psychol., Vol. 25, p. 83 ff.Google ScholarGoogle ScholarCross RefCross Ref
  36. 36 Welch, B. L. {1937}: On the z-test in randomized blocks and latin squares. Biometrika, Vol. 29, p. 21 ff.Google ScholarGoogle Scholar

Index Terms

  1. Exact nonparametrics in APL

      Recommendations

      Comments

      Login options

      Check if you have access through your login credentials or your institution to get full access on this article.

      Sign in

      Full Access

      • Published in

        cover image ACM SIGAPL APL Quote Quad
        ACM SIGAPL APL Quote Quad  Volume 14, Issue 4
        June 1984
        362 pages
        ISSN:0163-6006
        DOI:10.1145/384283
        Issue’s Table of Contents
        • cover image ACM Conferences
          APL '84: Proceedings of the international conference on APL
          June 1984
          391 pages
          ISBN:0897911377
          DOI:10.1145/800058

        Copyright © 1984 Authors

        Publisher

        Association for Computing Machinery

        New York, NY, United States

        Publication History

        • Published: 1 June 1984

        Check for updates

        Qualifiers

        • article

      PDF Format

      View or Download as a PDF file.

      PDF

      eReader

      View online with eReader.

      eReader