Abstract
It is shown that for a given set of parameters ($b$ blocks, $k$ plots per block and $v$ treatments), among the class of connected incomplete block designs, a balanced incomplete block design (if it exists) is the design which maximizes the minimum efficiency, efficiency being defined as $$\frac{\text {Variance of an estimated treatment contrast in a randomized block}{Variance of the estimated treatment contrast in the incomplete block}}.$$ The proof will be preceded by a lemma.
Citation
V. L. Mote. "On a Minimax Property of a Balanced Incomplete Block Design." Ann. Math. Statist. 29 (3) 910 - 914, September, 1958. https://doi.org/10.1214/aoms/1177706550
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