Math 2.0

Special functions Definition

Krawtchouk polynomials

Builds on Pochhammer symbolBinomial distribution

Definition

Let N≥0N \ge 0 be an integer, let 0<p<10 < p < 1, and let nn be an integer with 0≤n≤N0 \le n \le N. Write (a)k(a)_k for the Pochhammer symbol. The Krawtchouk polynomial of degree nn is Kn(x;p,N)=∑k=0n(−n)k (−x)k(−N)k k! p−k,K_n(x; p, N) = \sum_{k=0}^{n} \frac{(-n)_k \, (-x)_k}{(-N)_k \, k!} \, p^{-k}, that is, Kn(x;p,N)=2F1(−n,−x;−N;1p)K_n(x; p, N) = {}_2F_1\left( -n, -x; -N; \frac{1}{p} \right).

Remarks

The denominators (−N)k(-N)_k are nonzero because k≤n≤Nk \le n \le N. They are orthogonal for the binomial distribution: ∑x=0N(Nx)px(1−p)N−xKm(x;p,N)Kn(x;p,N)=δmn(Nn)(1−pp)n.\sum_{x=0}^{N} \binom{N}{x} p^x (1 - p)^{N - x} K_m(x; p, N) K_n(x; p, N) = \frac{\delta_{mn}}{\binom{N}{n}} \left( \frac{1 - p}{p} \right)^n. Example: K1(x;p,N)=1−xNpK_1(x; p, N) = 1 - \frac{x}{Np}. Check: if XX is binomial with mean NpNp and variance Np(1−p)Np(1 - p), then E[K1(X)]=0E[K_1(X)] = 0 and E[K1(X)2]=Np(1−p)N2p2=1N⋅1−ppE[K_1(X)^2] = \frac{Np(1 - p)}{N^2 p^2} = \frac{1}{N} \cdot \frac{1 - p}{p}. Non-example: the clause n≤Nn \le N matters; for n>Nn > N the formula breaks down at k=N+1k = N + 1, where (−N)k=0(-N)_k = 0. In coding theory one often uses the version 𝒦k(x)=∑j=0k(−1)j(q−1)k−j(xj)(N−xk−j)\mathcal{K}_k(x) = \sum_{j=0}^{k} (-1)^j (q - 1)^{k - j} \binom{x}{j} \binom{N - x}{k - j} for an alphabet of size qq, which is a constant multiple of Kk(x;1−1/q,N)K_k(x; 1 - 1/q, N).

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  1. Binomial distribution concept
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Further reading

  1. Web https://en.wikipedia.org/wiki/Kravchuk_polynomials
About this page
TagB3K63TFVVA
URIm2://B3K63TFVVA
Kinddefinition
WritingW0 stub
MSC33C45, 94B25
DefinesKrawtchouk polynomials
UsesPochhammer symbol, Binomial distribution

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