The Power of Four Tests in Two Way Models with Interaction and No Replication
Abstract
This article presents tests for the interaction in a two way table with one observation per cell. The conventional linear model theory cannot be used to check for the interaction when there is exactly one observation per cell (no replication) in two way ANOVA models. For this purpose, two different approaches are presented in the literature. The first of these approaches is to assume a specific functional form for the interaction terms. The second approach is not to assume a specific functional form for the interaction terms. In this article, we present four additivity tests by proposed Tusell (1990), Boik (1993a), Piepho (1994), Kharrati-Kopaei and Sadooghi-Alvandi (2007) for second approach. We compared their performance by means of simulation studies with respect to the power.
Key Words: Two-way ANOVA models, fixed effects,
interaction, no replication, power.
Keywords
References
- Aylin, A., Kurt, S., “Testing non-additivity (interaction) in two-way ANOVA tables with no replication”, Statistical Medical Research, 15: 63-85. (2006).
- Boik, R.J., “Testing additivity in two-way classifications with no replications: the locally best invariant test”, Journal Applied Statistics. 20(1): 41-55, (1993a).
- Boik, R. J., “A comparison of three invariant tests of additivity in two-way classifications with no replications”, Analysis,15: 411-424, (1993b). Statistics&Data
- Clinical and Laboratory Standards Institute (CLSI). “Methods for antimicrobial dilution and disk susceptibility testing of infrequently isolated or fastidious bacteria;approval guideline”, Document M45-A. Clinical and Laboratory Standards Institute, Wayne, P.A., (2008).
- Hegemann, V., Johnson, D.E., “The power of two tests for non-additivity”, Journal of the American Statistical Association, 71: 945-948, (1976).
- Johnson, D.E., Graybill, F.A., “An analysis two-way model with interaction and no Replication”, Journal of the American Statistical Association, 67: 862-868, (1972).
- Kharrati-Kopaei, M., Sadooghi-Alvandi, S.M., “A new method for testing interaction in unreplicated two-way analysis of variance”, Communications in Statistics-Theory and Methods, 36: 2787-2803, (2007).
- Kresh, H., “Statistical tables for multivariate analysis”, Springer Verlag, New York, (1975).
Details
Primary Language
English
Subjects
-
Journal Section
-
Publication Date
July 19, 2012
Submission Date
October 21, 2011
Acceptance Date
-
Published in Issue
Year 2012 Volume: 25 Number: 3