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Proof of Conjugate Exponents and Young's Inequality

lemmalem:young-inequality-conjugate-exponents-2026a
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· 3,876 chars · 8 deps · depth 14 Reason: First version. Young's inequality from the convexity of the exponential function.

The conjugate exponent is obtained by solving a linear equation, and Young's inequality follows from the convexity of the exponential function applied to the logarithms of the two powers.

Proof

Each result cited is universally quantified over the data appearing in its own statement, and is applied here to the data named in the statement above.

Claim 1. Let 1<p1<p. Then 0<1<p0<1<p, so pp is positive and its inverse 1/p1/p is positive by claim 7 of Elementary Order Arithmetic in an Ordered Field. Multiplying the strict inequality 1<p1<p by the positive number 1/p1/p, using claim 10 of that lemma, gives 1/p<11/p<1. Adding 1/p-1/p to both sides of 1/p<11/p<1, by claim 1 of the same lemma, gives 0<11/p0<1-1/p. Hence 11/p1-1/p is nonzero, and we may set

q=(11p)1,q=\Bigl(1-\frac{1}{p}\Bigr)^{-1},

which is positive by claim 7 of Elementary Order Arithmetic in an Ordered Field. Then 1/q=11/p1/q=1-1/p, so 1/p+1/q=11/p+1/q=1, which proves existence.

For uniqueness, suppose qq' is a real number with 1/p+1/q=11/p+1/q'=1; implicitly q0q'\ne0. Then 1/q=11/p=1/q1/q'=1-1/p=1/q, and multiplying by qqqq' gives q=qq=q'. So qq is the only such number.

Since 1/q=11/p1/q=1-1/p and 0<1/p0<1/p, we get 1/q<11/q<1; multiplying this by the positive number qq gives 1<q1<q. From 1/q=(p1)/p1/q=(p-1)/p, multiplying by the nonzero numbers pp and qq gives p=(p1)qp=(p-1)q, that is q=p/(p1)q=p/(p-1), the number p1p-1 being positive because 1<p1<p. Multiplying 1/p+1/q=11/p+1/q=1 by pqpq gives q+p=pqq+p=pq. Finally the identity 1/q+1/p=11/q+1/p=1 is the defining relation with the roles of pp and qq exchanged, and 1<q1<q, so by the uniqueness just proved pp is the unique real number bearing this relation to qq.

Claim 2. Let p,qp,q be conjugate exponents and let a,bR+a,b\in\mathbb{R}_{+}. By claim 1 of Properties of Real Powers of Nonnegative Real Numbers the numbers apa^{p} and bqb^{q} are nonnegative, and 1/p1/p and 1/q1/q are positive by claim 1 above, so ap/pa^{p}/p and bq/qb^{q}/q are nonnegative by claim 5 of Elementary Arithmetic in an Ordered Field and their sum is nonnegative by claim 2 of that lemma.

Suppose first that a=0a=0 or b=0b=0. Then ab=0ab=0, and the right-hand side is nonnegative, so the asserted inequality holds.

Suppose now that 0<a0<a and 0<b0<b. Then apa^{p} and bqb^{q} are positive by claim 1 of Properties of Real Powers of Nonnegative Real Numbers, so the real numbers s=log(ap)s=\log(a^{p}) and u=log(bq)u=\log(b^{q}) are defined, where log\log is the natural logarithm. Put θ=1/q\theta=1/q, so that 1θ=1/p1-\theta=1/p by claim 1, and 0θ0\le\theta and θ1\theta\le1 because 0<1/q<10<1/q<1.

Apply A Real Function with Nonnegative Second Derivative is Convex on an Interval with J=RJ=\mathbb{R}, g=expg=\exp and g1=expg_{1}=\exp. The set R\mathbb{R} is order-convex, and each tRt\in\mathbb{R} satisfies t1<t<t+1t-1<t<t+1 with t1,t+1Rt-1,t+1\in\mathbb{R}, so every point of JJ is interior to it. By claim 3 of Basic Properties of the Exponential Function the function exp\exp is differentiable at every point with derivative exp\exp, so g=g1g'=g_{1} and g1=expg_{1}'=\exp everywhere; and 0exp(t)0\le\exp(t) for every tt by claim 2 of the same theorem. The conclusion of that result, applied to the points s,us,u and the number θ\theta, reads

exp((1θ)s+θu)(1θ)exp(s)+θexp(u).\exp\bigl((1-\theta)s+\theta u\bigr)\le(1-\theta)\exp(s)+\theta\exp(u).

We identify both sides. By The Natural Logarithm we have exp(logt)=t\exp(\log t)=t for every positive tt, so exp(s)=ap\exp(s)=a^{p} and exp(u)=bq\exp(u)=b^{q}, and the right-hand side equals 1pap+1qbq\frac{1}{p}a^{p}+\frac{1}{q}b^{q}, which is app+bqq\frac{a^{p}}{p}+\frac{b^{q}}{q}. For the left-hand side, claim 1 of Real Powers Through the Exponential, and Elementary Asymptotic Tools: Monotonicity, Null Sequences of Negative Powers, Exponential Domination, Integer Rounding, and Square-Root and Exponential Inequalities gives log(ap)=ploga\log(a^{p})=p\log a and log(bq)=qlogb\log(b^{q})=q\log b, whence

(1θ)s+θu=1pploga+1qqlogb=loga+logb=log(ab),(1-\theta)s+\theta u=\frac{1}{p}\,p\log a+\frac{1}{q}\,q\log b=\log a+\log b=\log(ab),

the last equality by the identity log(st)=logs+logt\log(st)=\log s+\log t recorded in The Natural Logarithm, applicable since aa and bb are positive. As abab is positive, exp(log(ab))=ab\exp(\log(ab))=ab. Substituting these identifications into the displayed inequality gives

abapp+bqq,ab\le\frac{a^{p}}{p}+\frac{b^{q}}{q},

as claimed.

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