A new algorithm is introduced for the calculation of the power function for Fisher's Exact Test for 2 #xD7; 2 tables. The algorithm restricts its calculations to a very small subset of the sample space, obtaining an accurate answer in reasonable time. The algorithm is feasible for very large sample sizes.
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