Response surface model diagnosis in two-way tables

Graphical model diagnosis procedures for two-way tables have already been proposed by Mandel, as well as by Bradu and Gabriel who used Gabriel's biplot as a main tool. In this paper, a graphical model diagnosis extending Mandel's approach is developed. Response surface models are obtained whereby the response is expressed in terms of ‘truth-connected’ latent variates and, ultimately, in terms of originally measured external variates. Meaningful models are obtained in some cases, accurate smoothing and interpolation algorithms in others. As a by–product, Euclidean maps, which represent a twodimensional scaling (for rows or columns) also displaying ,ANOVA features, are obtained. To an extent, these maps can be viewed as a substitute for a model in the event of partial failure of the modelling operation.

[1]  J. Mandel Partitioning of interaction in analysis of variance , 1969 .

[2]  J. Tukey One Degree of Freedom for Non-Additivity , 1949 .

[3]  Franklin A. Graybill,et al.  An Analysis of a Two-Way Model with Interaction and No Replication , 1972 .

[4]  J. Mandel Fitting Curves and Surfaces with Monotonic and Non-Monotonic Four Parameter Equations. , 1981, Journal of research of the National Bureau of Standards.

[5]  F. Graybill,et al.  Estimation of σ2 in a Two-Way Classification Model with Interaction , 1972 .

[7]  K. Gabriel,et al.  Least Squares Approximation of Matrices by Additive and Multiplicative Models , 1978 .

[8]  E. J. Williams THE INTERPRETATION OF INTERACTIONS IN FACTORIAL EXPERIMENTS , 1952 .

[9]  A Quarterly Econometric Model of the United States , 1961 .

[10]  Christopher Cox,et al.  SOME COMPARISONS OF BIPLOT DISPLAY AND PENCIL-AND-PAPER E.D.A. METHODS , 1981 .

[11]  J. Gower Some distance properties of latent root and vector methods used in multivariate analysis , 1966 .

[12]  H. F. Gollob,et al.  A statistical model which combines features of factor analytic and analysis of variance techniques , 1968, Psychometrika.

[13]  L. C. A. Corsten,et al.  Multiplicative effects in two-way analysis of variance , 1972 .

[14]  Franklin A. Graybill,et al.  Extensions of the General Linear Hypothesis Model , 1970 .

[15]  R. Snee On the Analysis of Response Curve Data , 1972 .

[16]  K. Gabriel,et al.  The biplot graphic display of matrices with application to principal component analysis , 1971 .

[17]  K. Ruben Gabriel,et al.  The Biplot as a Diagnostic Tool for Models of Two-Way Tables , 1978 .

[18]  Joseph L. Zinnes,et al.  Theory and Methods of Scaling. , 1958 .