Fisher's inequality
Fisher's inequality is a necessary condition for the existence of a balanced incomplete block design, that is, a system of subsets that satisfy certain prescribed conditions in combinatorial mathematics. Outlined by Ronald Fisher, a population geneticist and statistician, who was concerned with the design of experiments such as studying the differences among several different varieties of plants, under each of a number of different growing conditions, called blocks.
Let:
- v be the number of varieties of plants;
- b be the number of blocks.
To be a balanced incomplete block design it is required that:
- k different varieties are in each block, 1 ≤ k < v; no variety occurs twice in any one block;
- any two varieties occur together in exactly λ blocks;
- each variety occurs in exactly r blocks.
Fisher's inequality states simply that
- b ≥ v.
Proof[edit]
Let the incidence matrix M be a v × b matrix defined so that Mi,j is 1 if element i is in block j and 0 otherwise. Then B = MMT is a v × v matrix such that Bi,i = r and Bi,j = λ for i ≠ j. Since r ≠ λ, det(B) ≠ 0, so rank(B) = v; on the other hand, rank(B) ≤ rank(M) ≤ b, so v ≤ b.
Generalization[edit]
Fisher's inequality is valid for more general classes of designs. A pairwise balanced design (or PBD) is a set X together with a family of non-empty subsets of X (which need not have the same size and may contain repeats) such that every pair of distinct elements of X is contained in exactly λ (a positive integer) subsets. The set X is allowed to be one of the subsets, and if all the subsets are copies of X, the PBD is called "trivial". The size of X is v and the number of subsets in the family (counted with multiplicity) is b.
Theorem: For any non-trivial PBD, v ≤ b.[1]
This result also generalizes the Erdős–De Bruijn theorem:
For a PBD with λ = 1 having no blocks of size 1 or size v, v ≤ b, with equality if and only if the PBD is a projective plane or a near-pencil (meaning that exactly n − 1 of the points are collinear).[2]
In another direction, Ray-Chaudhuri and Wilson proved in 1975 that in a 2s-(v, k, λ) design, the number of blocks is at least .[3]
Notes[edit]
- ^ Stinson 2003, pg.193
- ^ Stinson 2003, pg.183
- ^ Ray-Chaudhuri, Dijen K.; Wilson, Richard M. (1975), "On t-designs", Osaka Journal of Mathematics, 12: 737–744, MR 0592624, Zbl 0342.05018
References[edit]
- R. C. Bose, "A Note on Fisher's Inequality for Balanced Incomplete Block Designs", Annals of Mathematical Statistics, 1949, pages 619–620.
- R. A. Fisher, "An examination of the different possible solutions of a problem in incomplete blocks", Annals of Eugenics, volume 10, 1940, pages 52–75.
- Stinson, Douglas R. (2003), Combinatorial Designs: Constructions and Analysis, New York: Springer, ISBN 0-387-95487-2
- Street, Anne Penfold; Street, Deborah J. (1987). Combinatorics of Experimental Design. Oxford U. P. [Clarendon]. ISBN 0-19-853256-3.
