ST 524 NCSU - Fall 2008 Homework 2 Due: Thursday September 25, 2008 I. An evaluation of sample size is carried on paper “Sample Size for Single Double and Three-Way Hybrid Corn Ear Traits” 1. Statistical Design 2. Response variables Write down the statistical linear model for yield of grains at 13% humidity, in words if preferred. 3. The Analysis of variance table for Yield is presented next, How many blocks should be used if the minimum detectable difference ( ) in any direction to be found between any two hybrids is 5 ton h-1 at a significance level of 0.05 and power equal 0.9 Use r 2 z 2 z 2 , 2 4. Subsampling Tuesday September 15, 2008 1 ST 524 NCSU - Fall 2008 Write down the statistical linear model for response Weight of 100 grains. 5. Analysis of variance table for Weight of 100 grains is presented next, a) Explain differences between Experimental and Sampling Error. b) Experimental Coefficient of variation (Exp. CV) is calculated by 19.6 61.5 100 . 24.2% 100 , while Am CV corresponds to 13.6% 32.4 32.4 How would you interpret these two values? c) Calculate the variance components in the Expected Experimental Error MS. d) Researchers want to analyze the increase on the number of blocks and/or number of ears per plot, necessary to find significance for the set of effects similar to the observed in table 3. What combinations of r and s would you suggest? Consider power = 0.80 Type Hybrid Weight of 100 grains (g) Mean Variance CV Single Single Three-way Three-way Double Double P30F33 P Flex AG 8021 DG 501 AG 2060 DKB 701 Overall 33.2 33.5 33.8 31.1 30.5 32.3 32.4 35.10 12.47 17.57 14.10 16.83 21.43 19.6 17.8 10.5 12.4 12.1 13.4 14.3 13.6 Standard Deviation 5.9245 3.5313 4.1917 3.7550 4.1024 4.6293 4.4272 e) Calculate the Standard Error of a hybrid mean for each case, where s.e y i.. 2 e2 . Which combination of r and s in d) will result in the rs r smallest standard error for the mean? Tuesday September 15, 2008 2 ST 524 NCSU - Fall 2008 f) The optimum allocation solution for number of ears selected within each c1s 2 , where s is the c2 se2 number of ears selected within each plot, c1 is the management cost for each plot and c2 is the cost per ear sampled, find the optimum allocation number of ears per plot for a relative cost c1 = 3.0 and c2 = 0.1, with s 2 ˆ 2 19.6 and se2 ˆ e2 8.38 . Do any of the suggested combinations of (r, s) for the desired power correspond with the optimum number of ears to be sampled within each plot? g) Through independent calculations of sample size, researchers found that three blocks and 21 ears per block were adequate to attain a CV = 5%, an improvement over the observed CV average (Am CV) of 13.6%. Comment the following plot, when minimizing the total cost, is given by s Use the standard error of the mean to compare a design with three blocks and 21 ears subsampled within each plot, with a design with 7 blocks and 9 ears per plot. What power is associated with each scenario? h) Calculate the sample size needed to estimate the observed difference between Single and Double Hybrids with a power = 0.80. i) Calculate the sample size needed to estimate the observed difference between Single and Three-way Hybrids with a power = 0.80. j) Does any of the suggested sample size agree with the needed number of blocks found in 3? Tuesday September 15, 2008 3
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