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A sparse Hamming packing for every
Statement
Let be natural numbers with . Let and be the natural quotients determined by Thus . Write and give the Hamming distance . There is a set such that distinct satisfy and For each , place one in each of the first disjoint coordinate blocks of size , at position in block , and put in all remaining coordinates of . The resulting vectors have exactly nonzero coordinates and satisfy
Facts & Assumptions
Given: Natural numbers and the conventions in the Statement.
The naturals embed in the integers gives an order-preserving and order-reflecting arithmetic embedding whose image is exactly the nonnegative integers. By Discreteness: is the immediate successor, a positive integer has , hence . Identify with their integer images. Division with remainder in : for and there are unique with and gives integers with , , and , . In the ordered ring of The integers form a totally ordered ring, would imply , so , contrary to ; likewise would imply . Thus the quotients and remainders are nonnegative integers. The embedding lemma therefore supplies unique naturals with these integer images, and transfers the identities and inequalities to , , , and . The real-embedding bridge in [F2] transfers to in . If or , the first division identity gives or , contradicting . Thus .
The natural numbers (von Neumann), The cardinality of a finite set, The set of functions between finite sets is finite, with , Exponentiation of natural numbers, , and its agreement with the integer power in , and The binomial theorem in : : is finite with natural cardinality , and a finite set admits a bijection with its cardinality. Let be the canonical natural embedding used by the binomial theorem and natural-power bridge; Clauses 0, 6, and 7 of Laws of finite sums and products in , and establish that it preserves addition and multiplication (including zero arguments), carries finite natural sums and products to the corresponding real sums and products, and is an order-embedding. Applying its finite-product bridge to the constant list of copies of , with the natural-power definition, gives . Throughout the Statement and proof, a natural number or finite cardinality in a real expression means its image under ; in particular, the displayed logarithmic bound means .
The set of -element subsets and the binomial coefficient , The product rule: , and , and The sum rule: a finite disjoint union is finite with and , and a sum over a finite index set splits along a partition: counts -element subsets of ; finite products multiply cardinalities and disjoint finite unions add them.
The binomial theorem in : : for real , the binomial theorem is the real identity ; each natural binomial coefficient is carried into by .
The integral logarithm for , The natural logarithm as the inverse of the exponential function, Higher derivatives and the classes and , The integral logarithm satisfies for and , The integral logarithm satisfies for all positive and , Order, continuity, range, and the product, quotient, and reciprocal laws for the natural logarithm, Sums, scalar multiples, products and quotients: , , , and when , The chain rule, in one line from Carathéodory: if is differentiable at and is differentiable at , then is differentiable at with , The mean value theorem, as the case of Cauchy's: for continuous on with and differentiable on there is with , The integral logarithm is continuous and strictly increasing on , , , and in particular , and The integral logarithm is the published natural logarithm: , it is the inverse of with derivative , is strictly increasing, its derivative obeys the chain and algebra rules, and it satisfies the product and integer-power identities.
The real exponential function and the number by a power series and The exponential function is strictly increasing: because and is strictly increasing; the inverse identity is recorded in [F5].
Proof
Put and fix a bijection from the finite initial segment of size onto , whose existence is [F2]. Scan that finite segment in its natural order, retaining a word exactly when its Hamming distance from every previously retained word is greater than . The scan terminates; its retained set has pairwise distances greater than , and every word not retained lies in a radius- ball about an earlier retained word.
A Hamming ball of radius has cardinality : choose the coordinates that differ and then one of the other symbols at each such coordinate; different values of give disjoint sets, so [F3] counts the union.
Regard natural quantities as their real images under as fixed in [F2]. Since and , , and the natural-power bridge in [F2] and the integer-power identity in [F5] give . Put and . The binomial weight equals ; its exponent decreases with because . Hence for every this weight is at least . Applying [F4] and retaining only gives . Since preserves finite sums, products and natural powers, the ball count then satisfies .
Each greedy selection deletes at most words and all words are eventually deleted. Thus the natural counts satisfy . The code is nonempty and , so after applying all logarithms below have positive arguments; [F2] gives . Combining this with step 2.1 and the logarithm product and integer-power identities in [F5] yields , where for real .
If , then : the lower right-endpoint sum on gives , while . By [F1] and [F2], and , since ; also . Hence .
For real , monotonicity of gives , since and step 4.1 gives . The chain and algebra rules in [F5] give and , so the derivative of their difference is at least . The mean value theorem in [F5] makes increasing for . At , it exceeds , since . Since , take . The division identity gives , so .
Steps 3.1, 4.1, and 5.1 prove the claimed cardinality bound. Index the coordinates by and map each word to the vector specified in the Statement; the first coordinates contain the blocks because by [F1]. Each word gives one nonzero coordinate in each block, so has exactly ones. If two words differ in blocks, their vectors differ in exactly two coordinates per such block. Since , discreteness of gives , and [F1] gives ; after applying the order-preserving map in [F2], . Therefore .
Remarks
The cited sparse Varshamov–Gilbert lemma in Rigollet–Hütter is stated for . The proof above supplies the wider range used by the example through a block code; the source citation is context, not a substitute for this local proof.
Depends on
- The integral logarithm $L$ is the published natural logarithm
- The integral logarithm is continuous and strictly increasing on $(0,\infty)$
- $L(1/x)=-L(x)$, $L(x^n)=nL(x)$, and in particular $L(2^n)=nL(2)$
- The set $[A]^{k}$ of $k$-element subsets and the binomial coefficient $\binom{n}{k} := \lvert [n]^{k}\rvert$
- The cardinality $\lvert A\rvert$ of a finite set
- The integral logarithm $L(x):=\int_1^x\frac{dt}{t}$ for $x>0$
- The natural logarithm as the inverse of the exponential function
- The natural numbers $\mathbb{N}$ (von Neumann)
- Order on the natural numbers
- Exponentiation of natural numbers, $m^{n}$, and its agreement with the integer power in $\mathbb{R}$
- Laws of finite sums and products in $\mathbb{N}$, and $\iota\big(\sum_{k<n} a_k\big) = \sum_{k<n} \iota(a_k)$
- The naturals embed in the integers
- Discreteness: $\sigma(n)$ is the immediate successor
- The real exponential function and the number $e$ by a power series
- Higher derivatives and the classes $C^k$ and $C^\infty$
- The binomial theorem in $\mathbb{R}$: $(x+y)^{n} = \sum_{k<n+1} \iota\!\binom{n}{k}\, x^{k} y^{\,n-k}$
- Sums, scalar multiples, products and quotients: $(f+g)'(c) = f'(c) + g'(c)$, $(\alpha f)'(c) = \alpha f'(c)$, $(fg)'(c) = f'(c)g(c) + f(c)g'(c)$, and $(f/g)'(c) = \bigl(f'(c)g(c) - f(c)g'(c)\bigr)/g(c)^{2}$ when $g(c) \ne 0$
- The chain rule, in one line from Carathéodory: if $g$ is differentiable at $c$ and $f$ is differentiable at $g(c)$, then $f \circ g$ is differentiable at $c$ with $(f \circ g)'(c) = f'(g(c))\,g'(c)$
- The set $A^{B}$ of functions $B \to A$ between finite sets is finite, with $\lvert A^{B}\rvert = \lvert A\rvert^{\lvert B\rvert}$
- The mean value theorem, as the case $g(x) = x$ of Cauchy's: for $f$ continuous on $[a,b]$ with $a < b$ and differentiable on $(a,b)$ there is $c \in (a,b)$ with $f(b) - f(a) = f'(c)(b-a)$
- Division with remainder in $\mathbb{Z}$: for $a \in \mathbb{Z}$ and $b > 0$ there are unique $q, r \in \mathbb{Z}$ with $a = qb + r$ and $0 \le r < b$
- The integers form a totally ordered ring
- The exponential function is strictly increasing
- The integral logarithm satisfies $L'(x)=1/x$ for $x>0$ and $L(1)=0$
- The integral logarithm satisfies $L(xy)=L(x)+L(y)$ for all positive $x$ and $y$
- Order, continuity, range, and the product, quotient, and reciprocal laws for the natural logarithm
- The product rule: $\lvert A \times B\rvert = \lvert A\rvert\,\lvert B\rvert$, and $\big\lvert\prod_{i<m} A_i\big\rvert = \prod_{i<m}\lvert A_i\rvert$
- The sum rule: a finite disjoint union is finite with $\lvert A \cup B\rvert = \lvert A\rvert + \lvert B\rvert$ and $\lvert\bigcup_{i \in I} A_i\rvert = \sum_{i \in I}\lvert A_i\rvert$, and a sum over a finite index set splits along a partition
Used by
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Sources
- Philippe Rigollet and Jan-Christian Hütter, High-Dimensional Statistics: Lecture Notes, Chapter 4, Lemma 4.14 (standard reference, not scraped)
- John Duchi, Lecture Notes on Statistics and Information Theory, Chapter 8, Lemma 8.2.3 (standard reference, not scraped)