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Hölder's inequality for finite sums (rational exponents)

Statement

Let nNn \in \mathbb{N}, let a0,,an1a_0, \dots, a_{n-1} and b0,,bn1b_0, \dots, b_{n-1} be reals, and let p,qQp, q \in \mathbb{Q} with p,q>1p, q > 1 and 1p+1q=1\frac1p + \frac1q = 1 be conjugate exponents (Young's inequality for products (rational conjugate exponents)). Then

k<nakbk    (k<nakp)1/p(k<nbkq)1/q.\sum_{k<n} |a_k b_k| \;\le\; \Big(\sum_{k<n} |a_k|^{p}\Big)^{1/p}\Big(\sum_{k<n} |b_k|^{q}\Big)^{1/q}.

All powers here are rational powers of nonnegative bases (Rational powers ara^r of a positive base): the exponents p,q,1/p,1/qp, q, 1/p, 1/q are positive rationals, so the supplementary clause 0r=00^{r} = 0 covers the vanishing bases and no expression is left undefined. Taking p=q=2p = q = 2 gives k<nakbk(k<nak2)1/2(k<nbk2)1/2\sum_{k<n} |a_k b_k| \le \big(\sum_{k<n} a_k^2\big)^{1/2}\big(\sum_{k<n} b_k^2\big)^{1/2}, since x1/2=xx^{1/2} = \sqrt{x} and ak2=ak2|a_k|^2 = a_k^2. That is not literally the root form of The Cauchy-Schwarz inequality for finite sums, whose left-hand side is k<nakbk\big|\sum_{k<n} a_k b_k\big|: the two are bridged by k<nckk<nck\big|\sum_{k<n} c_k\big| \le \sum_{k<n} |c_k| (Triangle inequality for finite sums), which is the only step needed to get from the display above to the root form.

Facts & Assumptions

Given: A natural nn, reals a0,,an1a_0, \dots, a_{n-1} and b0,,bn1b_0, \dots, b_{n-1}, and conjugate rationals p,q>1p, q > 1. Write S:=k<nakpS := \sum_{k<n}|a_k|^{p}, T:=k<nbkqT := \sum_{k<n}|b_k|^{q}, P:=S1/pP := S^{1/p} and Q:=T1/qQ := T^{1/q}.

[L1]

Young's inequality (Young's inequality for products (rational conjugate exponents)): uvupp+vqquv \le \frac{u^{p}}{p} + \frac{v^{q}}{q} for all reals u,v0u, v \ge 0.

[L2]

Laws of finite sums (Laws of finite sums and finite products, Finite sums and finite products, by recursion): additivity, scaling, monotonicity, and the fact that a sum of nonnegative terms is nonnegative and vanishes only if every term vanishes.

[L3]

Rational power laws (Laws of rational exponents, Rational powers ara^r of a positive base, Existence and uniqueness of nn-th roots: a unique a1/n0a^{1/n} \ge 0 with (a1/n)n=a(a^{1/n})^n = a): for u>0u > 0 and rationals r,sr, s: ur>0u^{r} > 0, (ur)s=urs\big(u^{r}\big)^{s} = u^{rs}, u1=uu^{1} = u, ur=(ur)1u^{-r} = \big(u^{r}\big)^{-1}, and (uv)r=urvr(uv)^{r} = u^{r}v^{r}, the last also for u,v0u, v \ge 0 when r>0r > 0; and 0r=00^{r} = 0 for rational r>0r > 0, while u>0u > 0 gives ur>0u^{r} > 0.

[L4]

Absolute values (Basic properties of the absolute value, Absolute value in an ordered field): x0|x| \ge 0, xy=xy|xy| = |x||y|, and x=0|x| = 0 only for x=0x = 0.

[L5]

Order arithmetic: adding inequalities, that is uvu \le v and uvu' \le v' imply u+uv+vu + u' \le v + v', and scaling a \le by a positive element. Order is preserved by adding a constant and by adding inequalities and Sign rules for products and monotonicity of multiplication state both moves for the STRICT order and only that, so the nonstrict forms used below are those statements together with the case of equality, which trichotomy settles (Ordered field); and inverses of positives are positive (Inverses of positives are positive, and reciprocation reverses order, claim 1). The rational coefficients 1/p1/p and 1/q1/q are read as elements of R\mathbb{R} through the unique injective order-preserving field embedding of Q\mathbb{Q} (The unique embedding of ℚ into an ordered field, Order on the rationals); the rational exponents pp and qq remain elements of Q\mathbb{Q} and act through Rational powers ara^r of a positive base.

Proof

technique · direct
1.1

All the quantities are defined and nonnegative: each akp0|a_k|^{p} \ge 0 and each bkq0|b_k|^{q} \ge 0, so S0S \ge 0 and T0T \ge 0, and since 1/p>01/p > 0 and 1/q>01/q > 0 the powers P=S1/pP = S^{1/p} and Q=T1/qQ = T^{1/q} are defined and nonnegative.

L2L3L4
2.1

Degenerate cases: if S=0S = 0 then every akp=0|a_k|^{p} = 0, so every ak=0|a_k| = 0 (a positive base has positive powers) and hence every ak=0a_k = 0, making the left-hand side k<nakbk=0\sum_{k<n}|a_k b_k| = 0, while P=01/p=0P = 0^{1/p} = 0 makes the right-hand side 00 as well; the case T=0T = 0 is symmetric, so the inequality holds and we may assume S>0S > 0 and T>0T > 0, hence P>0P > 0 and Q>0Q > 0.

step 1.1L2L3L4
3.1

Normalisation identities: Pp=(S1/p)p=S(1/p)p=S1=SP^{p} = \big(S^{1/p}\big)^{p} = S^{(1/p)p} = S^{1} = S, and likewise Qq=TQ^{q} = T; moreover for each kk, (akP1)p=akp(P1)p=akp(Pp)1=akpS1\big(|a_k| P^{-1}\big)^{p} = |a_k|^{p}\big(P^{-1}\big)^{p} = |a_k|^{p}\big(P^{p}\big)^{-1} = |a_k|^{p} S^{-1}, and likewise (bkQ1)q=bkqT1\big(|b_k| Q^{-1}\big)^{q} = |b_k|^{q} T^{-1}.

step 2.1L3
4.1

Termwise Young, applied to u=akP10u = |a_k| P^{-1} \ge 0 and v=bkQ10v = |b_k| Q^{-1} \ge 0: for every k<nk < n, akbkP1Q11pakpS1+1qbkqT1|a_k| |b_k| P^{-1} Q^{-1} \le \frac{1}{p}|a_k|^{p} S^{-1} + \frac{1}{q}|b_k|^{q} T^{-1}.

step 3.1L1L3L5
5.1

Summing over k<nk < n and using additivity and scaling: P1Q1k<nakbk1pS1k<nakp+1qT1k<nbkq=1p+1q=1P^{-1}Q^{-1}\sum_{k<n}|a_k||b_k| \le \frac{1}{p}S^{-1}\sum_{k<n}|a_k|^{p} + \frac{1}{q}T^{-1}\sum_{k<n}|b_k|^{q} = \frac{1}{p} + \frac{1}{q} = 1, the middle equality because S1S=1S^{-1}S = 1 and T1T=1T^{-1}T = 1.

step 4.1step 2.1L2L5
6.1

Multiplying by PQ>0PQ > 0 and using akbk=akbk|a_k b_k| = |a_k||b_k| gives k<nakbkPQ\sum_{k<n}|a_k b_k| \le PQ, which together with the degenerate cases is the assertion.

step 5.1step 2.1L4L5

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