R code for Ex 5.19 (3 factor factorial designs)
R code for Ex 5.19 (3 factor factorial designs)
R code for Ex 5.19 (3 factor factorial designs)
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R <strong>code</strong> <strong>for</strong> <strong>Ex</strong> <strong>5.19</strong> (3 <strong>factor</strong> <strong>factor</strong>ial <strong>designs</strong>)<br />
# R <strong>code</strong> <strong>for</strong> 3 <strong>factor</strong> <strong>factor</strong>ial design <strong>Ex</strong> <strong>5.19</strong><br />
data=read.table("C:/Users/Mihinda/Desktop/ex519.txt", header=T) #the data file<br />
data$CycleTime
Output<br />
> # R <strong>code</strong> <strong>for</strong> 3 <strong>factor</strong> <strong>factor</strong>ial design <strong>Ex</strong> <strong>5.19</strong><br />
> data=read.table("C:/Users/Mihinda/Desktop/ex519.txt", header=T) #the<br />
data file<br />
> data$CycleTime data$Operator data$Temperature par(mfrow=c(2,2))<br />
> plot.design(data)<br />
> interaction.plot(data$CycleTime,data$Operator,data$Score)<br />
> interaction.plot(data$CycleTime,data$Temperature,data$Score)<br />
> interaction.plot(data$Operator,data$Temperature,data$Score)<br />
mean of Score<br />
29 30 31 32 33 34 35<br />
50<br />
2<br />
3<br />
40<br />
60 1<br />
CycleTime<br />
350<br />
300<br />
Temperature<br />
mean of data$Score<br />
26 28 30 32 34 36<br />
40 50 60<br />
data$Operator<br />
2<br />
1<br />
3<br />
Factors<br />
data$CycleTime<br />
mean of data$Score<br />
28 30 32 34<br />
data$Temperature<br />
350<br />
300<br />
mean of data$Score<br />
30 32 34 36<br />
data$Temperature<br />
350<br />
300<br />
40 50 60<br />
data$CycleTime<br />
1 2 3<br />
data$Operator
fit anova(fit)<br />
Analysis of Variance Table<br />
Response: Score<br />
Df Sum Sq Mean Sq F value Pr(>F)<br />
Operator 2 261.33 130.667 39.8644 7.439e-10 ***<br />
CycleTime 2 436.00 218.000 66.5085 8.141e-13 ***<br />
Temperature 1 50.07 50.074 15.2768 0.0003934 ***<br />
Operator:CycleTime 4 355.67 88.917 27.1271 1.982e-10 ***<br />
Operator:Temperature 2 11.26 5.630 1.7175 0.1938948<br />
CycleTime:Temperature 2 78.81 39.407 12.0226 0.0001002 ***<br />
Operator:CycleTime:Temperature 4 46.19 11.546 3.5226 0.0158701 *<br />
Residuals 36 118.00 3.278<br />
---<br />
Signif. <strong>code</strong>s: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1