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2k Factorial Experiments (Page 2 of 2)
The analysis of factor effects in the conduct of 2k factorial experiments requires a lot of number crunching (even if only two levels per factor are considered in such experiments), especially if the number of factors being investigated is high. Fortunately, there's a systematic method for doing the required math in the analysis of factor effects.
In the
previous page, the main and interactive effects of A and B
Note that each of these formulas involves a 'contrast', or a special linear combination of parameters whose coefficients equal zero. For instance, the contrast for A is ab+a-b-1 while the contrast for B is ab+b-a-1. The coefficients of A's contrast are -1, +1, -1,and +1 if the contrast were written in what is known as Yates' Order, i.e., (1), a, b, ab. Furthermore, in Yates order, the coefficients of B's contrast are -1, -1, +1, +1 while those of AB's contrast are +1, -1, -1, +1.
The significance of Yates' Order (also known as the 'Standard Order') is that it facilitates the determination of the algebraic signs of the coefficients needed for calculating the main and interaction effects of each factor in a factorial experiment. As discussed earlier, one can easily compute for the numerical values of factor effects if one knows the formulas to use and the output of each replicate for each combination treatment of the factorial experiment. Unfortunately, the formulas look daunting to people not accustomed to them. There is, however, an easy way to reconstruct these formulas using Yates Order.
The secret is in knowing how to list the combination treatments in Yates' Order and how to assign the '+' and '-' signs to them. The Yates order for the combination treatments of 2-factor, 3-factor, and 4-factor experiments are: 2 factors: (1), a, b, ab; 3 factors: (1), a, b, ab, c, ac, bc, abc 4 factors: (1), a, b, ab, c, ac, bc, abc, d, ad, bd, abd, cd, acd, bcd, abcd
Table 1. Algebraic Signs for Calculating the Factor Effects in a 23 Experiment
S
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