Hallo, I have this dataset with repeated measures. There are two within-subject factors, "formant" (2 levels: 1 and 2) and "f2 Ref" (25 levels: 670, 729, 788, 846, 905, 1080, 1100, 1120, 1140, 1170, 1480, 1470, 1450, 1440, 1430, 1890, 1840, 1790, 1740, 1690, 2290, 2210, 2120, 2040, 1950), and one between-subject factor, lang (2 levels:1 and 2). The response variable is "thresh". I ran a three-way ANOVA with repeated measures: vThresh<-read.table("rRes.csv",header=T,sep=",") attach(vThresh) vThresh.aov<-aov(thresh~factor(lang)*factor(formant)*factor(f2Ref)+Error(factor(sub))) summary(vThresh.aov) detach(vThresh) The table looks like this: Error: factor(sub) Df Sum Sq Mean Sq F value Pr(>F) factor(lang) 1 442.6 442.6 4.8849 0.03112 * Residuals 57 5164.2 90.6 --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Error: Within Df Sum Sq Mean Sq F value factor(formant) 1 424.4 424.4 179.3530 factor(f2Ref) 24 658.3 27.4 11.5937 factor(lang):factor(formant) 1 83.3 83.3 35.2225 factor(lang):factor(f2Ref) 24 48.3 2.0 0.8510 factor(formant):factor(f2Ref) 24 952.7 39.7 16.7782 factor(lang):factor(formant):factor(f2Ref) 24 84.2 3.5 1.4825 Residuals 2793 6608.3 2.4 Pr(>F) factor(formant) < 2.2e-16 *** factor(f2Ref) < 2.2e-16 *** factor(lang):factor(formant) 3.304e-09 *** factor(lang):factor(f2Ref) 0.67204 factor(formant):factor(f2Ref) < 2.2e-16 *** factor(lang):factor(formant):factor(f2Ref) 0.06139 . Residuals --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Most of the main effects and interactions are significant, so I would like to do post hoc comparison for all main effects and interactins. I have been trying hard to figure out how to do, but I am sorry, I am still novice and could not find the way to do. It will be great if you could help me with codes for post hoc in repeated measures ANOVA. Here is the dataset: sub thresh lang formant f2Ref 1.00E+00 9.57E+00 1.00E+00 1.00E+00 6.70E+02 2.00E+00 1.04E+01 1.00E+00 1.00E+00 6.70E+02 3.00E+00 7.25E+00 1.00E+00 1.00E+00 6.70E+02 4.00E+00 5.59E+00 1.00E+00 1.00E+00 6.70E+02 5.00E+00 7.35E+00 1.00E+00 1.00E+00 6.70E+02 6.00E+00 6.02E+00 1.00E+00 1.00E+00 6.70E+02 7.00E+00 5.35E+00 1.00E+00 1.00E+00 6.70E+02 8.00E+00 6.95E+00 1.00E+00 1.00E+00 6.70E+02 9.00E+00 1.14E+01 1.00E+00 1.00E+00 6.70E+02 1.00E+01 1.02E+01 1.00E+00 1.00E+00 6.70E+02 1.10E+01 8.48E+00 1.00E+00 1.00E+00 6.70E+02 1.20E+01 6.70E+00 1.00E+00 1.00E+00 6.70E+02 1.30E+01 7.11E+00 1.00E+00 1.00E+00 6.70E+02 1.40E+01 4.90E+00 1.00E+00 1.00E+00 6.70E+02 1.50E+01 5.95E+00 1.00E+00 1.00E+00 6.70E+02 1.60E+01 6.77E+00 1.00E+00 1.00E+00 6.70E+02 1.70E+01 8.41E+00 1.00E+00 1.00E+00 6.70E+02 1.80E+01 8.52E+00 1.00E+00 1.00E+00 6.70E+02 1.90E+01 7.27E+00 1.00E+00 1.00E+00 6.70E+02 2.00E+01 8.87E+00 1.00E+00 1.00E+00 6.70E+02 2.10E+01 7.51E+00 1.00E+00 1.00E+00 6.70E+02 2.20E+01 6.57E+00 1.00E+00 1.00E+00 6.70E+02 2.30E+01 9.75E+00 1.00E+00 1.00E+00 6.70E+02 2.40E+01 7.80E+00 1.00E+00 1.00E+00 6.70E+02 2.50E+01 8.38E+00 1.00E+00 1.00E+00 6.70E+02 2.60E+01 8.68E+00 1.00E+00 1.00E+00 6.70E+02 2.70E+01 6.34E+00 1.00E+00 1.00E+00 6.70E+02 2.80E+01 6.60E+00 1.00E+00 1.00E+00 6.70E+02 2.90E+01 6.66E+00 1.00E+00 1.00E+00 6.70E+02 3.00E+01 7.68E+00 2.00E+00 1.00E+00 6.70E+02 3.10E+01 6.13E+00 2.00E+00 1.00E+00 6.70E+02 3.20E+01 6.34E+00 2.00E+00 1.00E+00 6.70E+02 3.30E+01 9.89E+00 2.00E+00 1.00E+00 6.70E+02 3.40E+01 6.84E+00 2.00E+00 1.00E+00 6.70E+02 3.50E+01 7.93E+00 2.00E+00 1.00E+00 6.70E+02 3.60E+01 5.87E+00 2.00E+00 1.00E+00 6.70E+02 3.70E+01 5.90E+00 2.00E+00 1.00E+00 6.70E+02 3.80E+01 5.63E+00 2.00E+00 1.00E+00 6.70E+02 3.90E+01 8.93E+00 2.00E+00 1.00E+00 6.70E+02 4.00E+01 7.68E+00 2.00E+00 1.00E+00 6.70E+02 4.10E+01 7.69E+00 2.00E+00 1.00E+00 6.70E+02 4.20E+01 8.21E+00 2.00E+00 1.00E+00 6.70E+02 4.30E+01 6.89E+00 2.00E+00 1.00E+00 6.70E+02 4.40E+01 7.77E+00 2.00E+00 1.00E+00 6.70E+02 4.50E+01 7.57E+00 2.00E+00 1.00E+00 6.70E+02 4.60E+01 1.04E+01 2.00E+00 1.00E+00 6.70E+02 4.70E+01 5.93E+00 2.00E+00 1.00E+00 6.70E+02 4.80E+01 7.35E+00 2.00E+00 1.00E+00 6.70E+02 4.90E+01 6.41E+00 2.00E+00 1.00E+00 6.70E+02 5.00E+01 4.42E+00 2.00E+00 1.00E+00 6.70E+02 5.10E+01 7.72E+00 2.00E+00 1.00E+00 6.70E+02 5.20E+01 7.72E+00 2.00E+00 1.00E+00 6.70E+02 5.30E+01 7.42E+00 2.00E+00 1.00E+00 6.70E+02 5.40E+01 1.00E+01 2.00E+00 1.00E+00 6.70E+02 5.50E+01 5.98E+00 2.00E+00 1.00E+00 6.70E+02 5.60E+01 6.33E+00 2.00E+00 1.00E+00 6.70E+02 5.70E+01 7.44E+00 2.00E+00 1.00E+00 6.70E+02 5.80E+01 9.19E+00 2.00E+00 1.00E+00 6.70E+02 5.90E+01 1.20E+01 2.00E+00 1.00E+00 6.70E+02 1.00E+00 8.04E+00 1.00E+00 2.00E+00 6.70E+02 2.00E+00 8.16E+00 1.00E+00 2.00E+00 6.70E+02 3.00E+00 5.32E+00 1.00E+00 2.00E+00 6.70E+02 4.00E+00 5.52E+00 1.00E+00 2.00E+00 6.70E+02 5.00E+00 9.31E+00 1.00E+00 2.00E+00 6.70E+02 6.00E+00 7.29E+00 1.00E+00 2.00E+00 6.70E+02 7.00E+00 6.78E+00 1.00E+00 2.00E+00 6.70E+02 8.00E+00 1.06E+01 1.00E+00 2.00E+00 6.70E+02 9.00E+00 9.86E+00 1.00E+00 2.00E+00 6.70E+02 1.00E+01 8.38E+00 1.00E+00 2.00E+00 6.70E+02 1.10E+01 6.56E+00 1.00E+00 2.00E+00 6.70E+02 1.20E+01 9.62E+00 1.00E+00 2.00E+00 6.70E+02 1.30E+01 8.82E+00 1.00E+00 2.00E+00 6.70E+02 1.40E+01 5.31E+00 1.00E+00 2.00E+00 6.70E+02 1.50E+01 8.87E+00 1.00E+00 2.00E+00 6.70E+02 1.60E+01 5.63E+00 1.00E+00 2.00E+00 6.70E+02 1.70E+01 5.24E+00 1.00E+00 2.00E+00 6.70E+02 1.80E+01 7.47E+00 1.00E+00 2.00E+00 6.70E+02 1.90E+01 8.18E+00 1.00E+00 2.00E+00 6.70E+02 2.00E+01 1.10E+01 1.00E+00 2.00E+00 6.70E+02 2.10E+01 8.62E+00 1.00E+00 2.00E+00 6.70E+02 2.20E+01 7.77E+00 1.00E+00 2.00E+00 6.70E+02 2.30E+01 8.69E+00 1.00E+00 2.00E+00 6.70E+02 2.40E+01 1.04E+01 1.00E+00 2.00E+00 6.70E+02 2.50E+01 1.00E+01 1.00E+00 2.00E+00 6.70E+02 2.60E+01 6.32E+00 1.00E+00 2.00E+00 6.70E+02 2.70E+01 1.19E+01 1.00E+00 2.00E+00 6.70E+02 2.80E+01 5.28E+00 1.00E+00 2.00E+00 6.70E+02 2.90E+01 5.74E+00 1.00E+00 2.00E+00 6.70E+02 3.00E+01 6.04E+00 2.00E+00 2.00E+00 6.70E+02 3.10E+01 3.65E+00 2.00E+00 2.00E+00 6.70E+02 3.20E+01 8.11E+00 2.00E+00 2.00E+00 6.70E+02 3.30E+01 7.66E+00 2.00E+00 2.00E+00 6.70E+02 3.40E+01 9.52E+00 2.00E+00 2.00E+00 6.70E+02 3.50E+01 6.51E+00 2.00E+00 2.00E+00 6.70E+02 3.60E+01 7.85E+00 2.00E+00 2.00E+00 6.70E+02 3.70E+01 4.52E+00 2.00E+00 2.00E+00 6.70E+02 3.80E+01 6.76E+00 2.00E+00 2.00E+00 6.70E+02 3.90E+01 9.42E+00 2.00E+00 2.00E+00 6.70E+02 4.00E+01 6.28E+00 2.00E+00 2.00E+00 6.70E+02 4.10E+01 8.33E+00 2.00E+00 2.00E+00 6.70E+02 4.20E+01 7.88E+00 2.00E+00 2.00E+00 6.70E+02 4.30E+01 8.49E+00 2.00E+00 2.00E+00 6.70E+02 4.40E+01 6.47E+00 2.00E+00 2.00E+00 6.70E+02 4.50E+01 7.78E+00 2.00E+00 2.00E+00 6.70E+02 4.60E+01 5.44E+00 2.00E+00 2.00E+00 6.70E+02 4.70E+01 4.96E+00 2.00E+00 2.00E+00 6.70E+02 4.80E+01 7.71E+00 2.00E+00 2.00E+00 6.70E+02 4.90E+01 6.47E+00 2.00E+00 2.00E+00 6.70E+02 5.00E+01 7.71E+00 2.00E+00 2.00E+00 6.70E+02 5.10E+01 7.99E+00 2.00E+00 2.00E+00 6.70E+02 5.20E+01 7.99E+00 2.00E+00 2.00E+00 6.70E+02 5.30E+01 6.48E+00 2.00E+00 2.00E+00 6.70E+02 5.40E+01 9.64E+00 2.00E+00 2.00E+00 6.70E+02 5.50E+01 6.79E+00 2.00E+00 2.00E+00 6.70E+02 5.60E+01 3.61E+00 2.00E+00 2.00E+00 6.70E+02 5.70E+01 3.11E+00 2.00E+00 2.00E+00 6.70E+02 5.80E+01 8.65E+00 2.00E+00 2.00E+00 6.70E+02 5.90E+01 8.35E+00 2.00E+00 2.00E+00 6.70E+02 1.00E+00 7.22E+00 1.00E+00 1.00E+00 7.29E+02 2.00E+00 5.53E+00 1.00E+00 1.00E+00 7.29E+02 3.00E+00 4.03E+00 1.00E+00 1.00E+00 7.29E+02 4.00E+00 7.91E+00 1.00E+00 1.00E+00 7.29E+02 5.00E+00 1.18E+01 1.00E+00 1.00E+00 7.29E+02 6.00E+00 8.68E+00 1.00E+00 1.00E+00 7.29E+02 7.00E+00 7.40E+00 1.00E+00 1.00E+00 7.29E+02 8.00E+00 7.10E+00 1.00E+00 1.00E+00 7.29E+02 9.00E+00 7.83E+00 1.00E+00 1.00E+00 7.29E+02 1.00E+01 5.22E+00 1.00E+00 1.00E+00 7.29E+02 1.10E+01 6.63E+00 1.00E+00 1.00E+00 7.29E+02 1.20E+01 6.37E+00 1.00E+00 1.00E+00 7.29E+02 1.30E+01 8.54E+00 1.00E+00 1.00E+00 7.29E+02 1.40E+01 6.00E+00 1.00E+00 1.00E+00 7.29E+02 1.50E+01 6.68E+00 1.00E+00 1.00E+00 7.29E+02 1.60E+01 8.76E+00 1.00E+00 1.00E+00 7.29E+02 1.70E+01 5.30E+00 1.00E+00 1.00E+00 7.29E+02 1.80E+01 1.09E+01 1.00E+00 1.00E+00 7.29E+02 1.90E+01 9.55E+00 1.00E+00 1.00E+00 7.29E+02 2.00E+01 8.00E+00 1.00E+00 1.00E+00 7.29E+02 2.10E+01 9.27E+00 1.00E+00 1.00E+00 7.29E+02 2.20E+01 5.53E+00 1.00E+00 1.00E+00 7.29E+02 2.30E+01 9.04E+00 1.00E+00 1.00E+00 7.29E+02 2.40E+01 6.99E+00 1.00E+00 1.00E+00 7.29E+02 2.50E+01 6.28E+00 1.00E+00 1.00E+00 7.29E+02 2.60E+01 9.16E+00 1.00E+00 1.00E+00 7.29E+02 2.70E+01 8.04E+00 1.00E+00 1.00E+00 7.29E+02 2.80E+01 5.94E+00 1.00E+00 1.00E+00 7.29E+02 2.90E+01 6.94E+00 1.00E+00 1.00E+00 7.29E+02 3.00E+01 6.25E+00 2.00E+00 1.00E+00 7.29E+02 3.10E+01 4.43E+00 2.00E+00 1.00E+00 7.29E+02 3.20E+01 5.72E+00 2.00E+00 1.00E+00 7.29E+02 3.30E+01 8.43E+00 2.00E+00 1.00E+00 7.29E+02 3.40E+01 8.34E+00 2.00E+00 1.00E+00 7.29E+02 3.50E+01 6.25E+00 2.00E+00 1.00E+00 7.29E+02 3.60E+01 6.96E+00 2.00E+00 1.00E+00 7.29E+02 3.70E+01 3.25E+00 2.00E+00 1.00E+00 7.29E+02 3.80E+01 6.21E+00 2.00E+00 1.00E+00 7.29E+02 3.90E+01 7.89E+00 2.00E+00 1.00E+00 7.29E+02 4.00E+01 6.44E+00 2.00E+00 1.00E+00 7.29E+02 4.10E+01 3.07E+00 2.00E+00 1.00E+00 7.29E+02 4.20E+01 8.60E+00 2.00E+00 1.00E+00 7.29E+02 4.30E+01 5.91E+00 2.00E+00 1.00E+00 7.29E+02 4.40E+01 6.88E+00 2.00E+00 1.00E+00 7.29E+02 4.50E+01 8.56E+00 2.00E+00 1.00E+00 7.29E+02 4.60E+01 6.95E+00 2.00E+00 1.00E+00 7.29E+02 4.70E+01 7.49E+00 2.00E+00 1.00E+00 7.29E+02 4.80E+01 6.69E+00 2.00E+00 1.00E+00 7.29E+02 4.90E+01 5.30E+00 2.00E+00 1.00E+00 7.29E+02 5.00E+01 9.29E+00 2.00E+00 1.00E+00 7.29E+02 5.10E+01 5.78E+00 2.00E+00 1.00E+00 7.29E+02 5.20E+01 5.78E+00 2.00E+00 1.00E+00 7.29E+02 5.30E+01 5.97E+00 2.00E+00 1.00E+00 7.29E+02 5.40E+01 7.76E+00 2.00E+00 1.00E+00 7.29E+02 5.50E+01 5.50E+00 2.00E+00 1.00E+00 7.29E+02 5.60E+01 6.97E+00 2.00E+00 1.00E+00 7.29E+02 5.70E+01 6.07E+00 2.00E+00 1.00E+00 7.29E+02 5.80E+01 4.87E+00 2.00E+00 1.00E+00 7.29E+02 5.90E+01 5.30E+00 2.00E+00 1.00E+00 7.29E+02 1.00E+00 6.57E+00 1.00E+00 2.00E+00 7.29E+02 2.00E+00 8.75E+00 1.00E+00 2.00E+00 7.29E+02 3.00E+00 6.04E+00 1.00E+00 2.00E+00 7.29E+02 4.00E+00 5.83E+00 1.00E+00 2.00E+00 7.29E+02 5.00E+00 7.86E+00 1.00E+00 2.00E+00 7.29E+02 6.00E+00 8.62E+00 1.00E+00 2.00E+00 7.29E+02 7.00E+00 7.79E+00 1.00E+00 2.00E+00 7.29E+02 8.00E+00 1.04E+01 1.00E+00 2.00E+00 7.29E+02 9.00E+00 8.89E+00 1.00E+00 2.00E+00 7.29E+02 1.00E+01 1.04E+01 1.00E+00 2.00E+00 7.29E+02 1.10E+01 7.19E+00 1.00E+00 2.00E+00 7.29E+02 1.20E+01 7.49E+00 1.00E+00 2.00E+00 7.29E+02 1.30E+01 7.92E+00 1.00E+00 2.00E+00 7.29E+02 1.40E+01 5.76E+00 1.00E+00 2.00E+00 7.29E+02 1.50E+01 5.68E+00 1.00E+00 2.00E+00 7.29E+02 1.60E+01 6.96E+00 1.00E+00 2.00E+00 7.29E+02 1.70E+01 6.08E+00 1.00E+00 2.00E+00 7.29E+02 1.80E+01 1.09E+01 1.00E+00 2.00E+00 7.29E+02 1.90E+01 1.02E+01 1.00E+00 2.00E+00 7.29E+02 2.00E+01 7.82E+00 1.00E+00 2.00E+00 7.29E+02 2.10E+01 8.71E+00 1.00E+00 2.00E+00 7.29E+02 2.20E+01 9.94E+00 1.00E+00 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1.70E+01 3.37E+00 1.00E+00 2.00E+00 1.95E+03 1.80E+01 9.95E+00 1.00E+00 2.00E+00 1.95E+03 1.90E+01 8.57E+00 1.00E+00 2.00E+00 1.95E+03 2.00E+01 8.65E+00 1.00E+00 2.00E+00 1.95E+03 2.10E+01 5.02E+00 1.00E+00 2.00E+00 1.95E+03 2.20E+01 8.70E+00 1.00E+00 2.00E+00 1.95E+03 2.30E+01 6.25E+00 1.00E+00 2.00E+00 1.95E+03 2.40E+01 5.30E+00 1.00E+00 2.00E+00 1.95E+03 2.50E+01 6.80E+00 1.00E+00 2.00E+00 1.95E+03 2.60E+01 4.92E+00 1.00E+00 2.00E+00 1.95E+03 2.70E+01 1.10E+01 1.00E+00 2.00E+00 1.95E+03 2.80E+01 3.96E+00 1.00E+00 2.00E+00 1.95E+03 2.90E+01 1.93E+00 1.00E+00 2.00E+00 1.95E+03 3.00E+01 2.81E+00 2.00E+00 2.00E+00 1.95E+03 3.10E+01 1.28E+00 2.00E+00 2.00E+00 1.95E+03 3.20E+01 3.73E+00 2.00E+00 2.00E+00 1.95E+03 3.30E+01 2.90E+00 2.00E+00 2.00E+00 1.95E+03 3.40E+01 5.53E+00 2.00E+00 2.00E+00 1.95E+03 3.50E+01 7.74E+00 2.00E+00 2.00E+00 1.95E+03 3.60E+01 9.14E+00 2.00E+00 2.00E+00 1.95E+03 3.70E+01 4.97E+00 2.00E+00 2.00E+00 1.95E+03 3.80E+01 3.01E+00 2.00E+00 2.00E+00 1.95E+03 3.90E+01 4.97E+00 2.00E+00 2.00E+00 1.95E+03 4.00E+01 4.48E+00 2.00E+00 2.00E+00 1.95E+03 4.10E+01 1.18E+01 2.00E+00 2.00E+00 1.95E+03 4.20E+01 4.93E+00 2.00E+00 2.00E+00 1.95E+03 4.30E+01 5.82E+00 2.00E+00 2.00E+00 1.95E+03 4.40E+01 3.00E+00 2.00E+00 2.00E+00 1.95E+03 4.50E+01 8.26E+00 2.00E+00 2.00E+00 1.95E+03 4.60E+01 1.13E+00 2.00E+00 2.00E+00 1.95E+03 4.70E+01 1.96E+00 2.00E+00 2.00E+00 1.95E+03 4.80E+01 7.79E+00 2.00E+00 2.00E+00 1.95E+03 4.90E+01 2.75E+00 2.00E+00 2.00E+00 1.95E+03 5.00E+01 3.57E+00 2.00E+00 2.00E+00 1.95E+03 5.10E+01 5.83E+00 2.00E+00 2.00E+00 1.95E+03 5.20E+01 5.83E+00 2.00E+00 2.00E+00 1.95E+03 5.30E+01 5.41E+00 2.00E+00 2.00E+00 1.95E+03 5.40E+01 1.06E+01 2.00E+00 2.00E+00 1.95E+03 5.50E+01 6.98E+00 2.00E+00 2.00E+00 1.95E+03 5.60E+01 3.75E+00 2.00E+00 2.00E+00 1.95E+03 5.70E+01 1.55E+00 2.00E+00 2.00E+00 1.95E+03 5.80E+01 6.71E+00 2.00E+00 2.00E+00 1.95E+03 5.90E+01 8.01E+00 2.00E+00 2.00E+00 1.95E+03 Thank you! Kazumi Maniwa Postdoctoral Research Fellow Linguistics Department University of Konstanz
Kazumi Maniwa <Kazumi.Maniwa <at> uni-konstanz.de> writes:> > Hallo, I have this dataset with repeated measures. There are two > within-subject factors, "formant" (2 levels: 1 and 2) and "f2 Ref" (25 > levels: 670, 729, 788, 846, 905, 1080, 1100, 1120, 1140, 1170, 1480, > 1470, 1450, 1440, 1430, 1890, 1840, 1790, 1740, 1690, 2290, 2210, > 2120, 2040, 1950), and one between-subject factor, lang (2 levels:1 > and 2). The response variable is "thresh"...> > I ran a three-way ANOVA with repeated measures: > > vThresh<-read.table("rRes.csv",header=T,sep=",") > attach(vThresh) >vThresh.aov<-aov(thresh~factor(lang)*factor(formant)*factor(f2Ref)+ Error(factor(sub)))> It will be great if you could help me with codes for post hoc in > repeated measures ANOVA.First, I suggest that you avoid attach(), and convert the numbers to factors in the data frame. The formula and the results are much easier to read, and the risk of making some mistake is reduced. lm and lme will work perfectly without factor(), but the results can be misleading or simply wrong, because numbers are treated as what one used to call continuous covariables in the old days (still persisting in psychology departments). vThresh$formant = as.factor(vThresh$formant) ... same for the other factors. Better even, give you factors nice names (ok, with formants, numbers _are_ a natural order). Then, use lm, which gives you a basic set of contrasts. Make sure that you understand that (Intercept) stands for the base level of all factors (e.g. 1), and the others are roughly differences, or differences of differences (interactions). vThresh.lm = lm(thresh~lang*formant*f2Ref+Error(factor(sub),data=vThresh) or, even better, use lme instead of lm when you have repeated measurements: library(nlme) vThresh.lme = lme(thresh~lang*formant*f2Ref, data=vThresh, random=~1|subject) You can use stepAIC from MASS to prune down your model to relevant terms. Then, use estimable in package gmodels, or glht in package multcomp to compute the post-hoc tests. Getting the contrasts right can be tricky; I use an Excel Spreadsheet to construct the contrast with a bit of conditional formatting (0 white, yellow 1) to easier spot errors, and read the named contrast ranges via ODBC. Dieter # some auxillary function to construct contrast in Excel and have the # variable nicely named in estimable "readContrasts" = function(cname,excelfile) { require(gdata) require(RODBC) # for trim channel=odbcConnectExcel(excelfile) cn=sqlQuery(channel,paste("select * from",cname),as.is=TRUE) odbcClose(channel) if (class(cn) != "data.frame") stop(cn[[2]],call.=FALSE) cn[,1] = trim(cn[,1]) # trim in gdata cn } "getContrasts" = function(cname,excelfile,rows=NULL) { cn=readContrasts(cname,excelfile) if (!is.null(rows)) cn = cn[rows,] colnames= cn[,1] rownames = gsub('#','.',colnames(cn))#[-1] # Use _ as placeholder for an empty field vars = do.call("rbind", strsplit(rownames,'\\.')) vars[vars=='_'] = '' # upper left corner must contain the names of the variables varnames = vars[1,] vars = vars[-1,,drop=FALSE] rownames(vars)=rownames[-1] colnames(vars)=varnames cn = t(as.matrix(cn[,-1])) rownames(cn) = rownames[-1] colnames(cn) = colnames attr(cn,"vars") = data.frame(vars) cn }