Exam 12: Analysis of Variance

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Assume that the conclusion from an ANOVA is that the null hypothesis is rejected, in other words that the 8 population means (from equal sized samples) are not all equal. We Should expect that

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The following table presents measurements of the tensile strength (in kilopascals) of asphalt-rubber concrete beams for three levels of binder content and three levels of rubbeı content.  The following table presents measurements of the tensile strength (in kilopascals) of asphalt-rubber concrete beams for three levels of binder content and three levels of rubbeı content.   Can the mean effect of the rubber content be interpreted? If so, interpret the main effect.    \alpha=0.01   level of significance. Can the mean effect of the rubber content be interpreted? If so, interpret the main effect. α=0.01 \alpha=0.01 level of significance.

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The test can be used after the analysis of variance has been completed to make pairwise comparisons between means when groups have the same sample size.

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A researcher is comparing 4 groups to test if they have the same means. There are data values altogether. The degrees of freedom for the Between (dfB) and the degrees of Freedom for the Within (dfW) are

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An experiment is conducted to study the effects of curing times and curing temperatures on the bonding strength of an epoxy adhesive. In the experiment, two steel rods are adhered together end-to-end, and the bonding strength is defined as the force, in pounds, required to pull the bond apart. For each combination of curing time and curing temperature, three tests are performed. The results of the experiment are shown below.  An experiment is conducted to study the effects of curing times and curing temperatures on the bonding strength of an epoxy adhesive. In the experiment, two steel rods are adhered together end-to-end, and the bonding strength is defined as the force, in pounds, required to pull the bond apart. For each combination of curing time and curing temperature, three tests are performed. The results of the experiment are shown below.    i). Can you reject the hypothesis of no interactions? ii). Can the main effect of curing temperature (low or high) on bonding strength b interpreted? If so, interpret the main effect using the  \alpha = 0.05  level of significance iii). Can the main effect of curing time on bonding strength be interpreted? If so, i the main effect using the  \alpha = 0.05  level of significance. i). Can you reject the hypothesis of no interactions? ii). Can the main effect of curing temperature (low or high) on bonding strength b interpreted? If so, interpret the main effect using the α=0.05\alpha = 0.05 level of significance iii). Can the main effect of curing time on bonding strength be interpreted? If so, i the main effect using the α=0.05\alpha = 0.05 level of significance.

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The test to detect where the difference is among the means can be used even if the sample sizes are not equal.

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When finding the degrees of freedom for the FF -distribution, d. f. N\mathrm { N } is equal to one less than the number of groups.

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Samples were drawn from three populations. The sample sizes were n1=6,n2=9n _ { 1 } = 6 , n _ { 2 } = 9 , and n3=8n _ { 3 } = 8 . The sample means were xˉ1=1.52,xˉ2=1.62\bar { x } _ { 1 } = 1.52 , \bar { x } _ { 2 } = 1.62 , and xˉ3=1.65\bar { x } _ { 3 } = 1.65 . The sample standard deviations were s1=0.50,s2=0.36s _ { 1 } = 0.50 , s _ { 2 } = 0.36 , and s3=0.48s _ { 3 } = 0.48 . The grand mean is xˉ=1.604348\bar { x } = 1.604348 . Compute the value of the test statistic FF .

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In 2-way ANOVA, effects of the independent variables are also referred to as the .

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 The figure below is an example of what type of interaction? \text { The figure below is an example of what type of interaction? } \text { The figure below is an example of what type of interaction? }

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A researcher can use the Scheffé or Tukey test to determine where the difference in the means lies, once the null hypothesis for the FF -test has been rejected.

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A vending machine company wants to check three of its machines to determine if they are properly dispensing 12 ounces of coffee. Their data is given below. Machine A Machine B Machine C 11.8 11.7 12.2 12.1 11.9 12.1 12.0 11.7 12.0 11.9 11.8 11.9 12.1 12.0 12.2 Is there a significant difference between the vending machines A,B\mathrm { A } , \mathrm { B } , and C\mathrm { C } ? Use α=0.05\alpha = 0.05

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A researcher is performing a two-way ANOVA using two factors. The first factor has levels and the second factor has 9 levels. In the ANOVA Summary Table, the degrees of Freedom for the interaction between the first and second factors will be

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A Two-Way ANOVA Summary Table is shown below. Source SS d.f. MS F Factor A 13.16 2 6.58 3.87 Factor B 6.94 2 3.47 2.04 Interaction A \times B 30.40 4 7.60 4.47 Within (error) 76.50 45 1.7 Total 126.99 53 The critical value for the FF -test using α=0.05\alpha = 0.05 , d.f.N. =2= 2 , and d.f.D =45= 45 is 3.203.20 . Then,

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The following table shows the weekly total sales (in dollars) at a small roadside vegetable for the months June through September. Month Weekly Sales June 1132 791 1006 990 July 1060 1069 1007 1093 August 1181 1143 1248 1223 September 841 855 957 943 Perform a Tukey test to determine which pairs of means, if any, differ. Use the α=0.01\alpha = 0.01 le significance.

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A portion of an ANOVA summary table is shown below. Source Sum of Squares Degrees of Freedom Between 20 2 Within (error) 35 29 Total 55 The critical value for this problem should have dfN (degrees of freedom in the numerator dfD (degrees of freedom in the denominator) of

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An agricultural scientist performs a 2-way ANOVA to determine the effects of three diffe soil mixtures on the sprouting time (in days) of three varieties of hybrid cucumber seeds. following MINITAB output presents the results. Analysis of Variance for Sprouting Source DF SS MS F P Soil Mixture 2 8.296296 4.148148 2.871795 0.082706 Hybrid Variety 2 2.074074 1.037037 0.717949 0.5012 Interaction 4 5.037037 1.259259 0.871795 0.499899 Error 18 26 1.444444 Total 26 41.407407 Can you reject the hypothesis of no interactions?

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The variance is made by computing the variance using all the data and is not affected by differences in the means.

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The following table presents measurements of the tensile strength (in kilopascals) of asphalt-rubber concrete beams for three levels of binder content and three levels of rubber content.  The following table presents measurements of the tensile strength (in kilopascals) of asphalt-rubber concrete beams for three levels of binder content and three levels of rubber content.   Can the mean effect of the binder content be interpreted? If so, interpret the main effect. I   \alpha=0.01   level of significance. Can the mean effect of the binder content be interpreted? If so, interpret the main effect. I α=0.01 \alpha=0.01 level of significance.

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If there is no difference in the means, the variance will be approximately equal to the within-group variance.

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