252anovaex3.doc 3/22/02 (Open this document in 'page layout' view.) Roger Even Bove Example of 2-way ANOVA with one measurement per cell The data below represents samples of consumer ratings of three different displays. a. Assuming that each column represents a random sample from a normal distribution and that variances of the parent populations are similar, compare the means of the three populations. Column sums are now given. Each of the three variables represents a sample of ratings of displays. x1 225, x12 10475, x2 175, x22 6375, x3 180, x32 6850 . b. Do a confidence interval for the difference between mean ratings of the first and third displays, assuming that the interval is one of three possible contrasts. c. Assume that each row represents the opinions of a single individual and find if there are significant differences between display means and means for individuals. Solution: New material is added in boldface. Individual Display Display Display 1 2 3 1 50 45 45 2 45 30 35 3 30 25 20 4 45 35 40 5 55 40 40 Sum 225 175 180 5 5 5 nj 45 x j SS x j a) 35 10475 2025 2 6375 1225 36 6850 1296 One-way ANOVA SST x 2 nx 2 j .j 6550 4150 1925 4850 6225 23700 2 xijk 2177.7778 1344.4444 625.0000 1600.0000 2025.0000 7772.2222 x 23700 4546 2 xijk x i 2 x .2j . x 2 .j nx 2 DF 2 12 14 MS 151.647 80.833 F 1.876 difference between display means.’ b) From the outline, the Scheffe interval is m 1Fm 1,n m s 45 36 24.75 80 .8333 x 2 i. nx 2 37772 .2222 1538 .6667 2 2,12 4.75 we accept Since F.05 H 0 which is ‘no 9 15 .95 46.6667 36.6667 25.0000 40.0000 45.0000 (38.6667) x (38.6667) SSR C 303 .2947 SSW SST SSB 1 3 x1 x3 3 3 3 3 3 15 n 303 .2947 nx 2 SS 303.2947 970 1293.2947 xi 2 54546 15 38 .6667 2 54546 15 38 .6667 2 Source Between Within Total 140 110 75 120 135 580 15 SS x i SSC R 1273 .2947 n x ni c) Two-way ANOVA SST Same as 1-way ANOVA 2 23700 15 38 .6667 2 SSB Sum 1 1 6 6 1 1 n1 n2 889 .9613 SSW SST SSR SSC Source Rows Columns Within Total SS 889.9613 303.2947 80.0387 1293.2947 DF 4 2 8 14 MS 222.4903 151.6474 10.0048 F 22.24 15.16 4,8 3.84 we reject Since F.05 H 01 which is ‘no difference between individual means.’ Since 2,8 4.46 F.05 we reject H 02 which is ‘no difference between display mea