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Proof of Minkowski's Inequality and the Seminormed Space of Power-Integrable Functions

lemmalem:minkowski-inequality-2026a
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· 5,587 chars · 12 deps · depth 18 Reason: First version. Splits the integrand into two products and estimates each by Hoelder's inequality against the conjugate exponent.

The sum is shown to be power-integrable by a crude bound, and the inequality follows by splitting the integrand into two products and estimating each with Hoelder's inequality against the conjugate exponent.

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. As in Hoelder's Inequality, for Two and for Finitely Many Factors, h1=Xhdμ\lVert h\rVert_{1}=\int_{X}|h|\,d\mu for hL1h\in\mathcal{L}^{1}, because t1=tt^{1}=t for nonnegative tt by Properties of Real Powers of Nonnegative Real Numbers §agreement.

Claim 1. The map f+gf+g is measurable by claim 2 of Arithmetic, Absolute Values, and Pointwise Limits of Measurable Real-Valued Functions.

Step 1: f+gf+g lies in Lp\mathcal{L}^{p}. For xXx\in X, claim 5 of Properties of the Absolute Value in an Ordered Field gives f(x)+g(x)f(x)+g(x)|f(x)+g(x)|\le|f(x)|+|g(x)|, and the sum of two nonnegative reals is at most twice their maximum. Writing a=f(x)a=|f(x)| and b=g(x)b=|g(x)| and using Properties of Real Powers of Nonnegative Real Numbers §monotone and Properties of Real Powers of Nonnegative Real Numbers §product,

(f(x)+g(x))p(2max{a,b})p=2p(max{a,b})p=2pmax{ap,bp}2p(ap+bp),\bigl(|f(x)+g(x)|\bigr)^{p}\le\bigl(2\max\{a,b\}\bigr)^{p}=2^{p}\bigl(\max\{a,b\}\bigr)^{p}=2^{p}\max\{a^{p},b^{p}\}\le 2^{p}\bigl(a^{p}+b^{p}\bigr),

where the middle equality holds because ttpt\mapsto t^{p} is nondecreasing on R+\mathbb{R}_{+}, so that the larger of a,ba,b has the larger power, and the last step because apa^{p} and bpb^{p} are nonnegative. Integrating with the monotonicity, additivity and homogeneity in claim 1 of Linearity and Monotonicity of the Lebesgue Integral,

Xf+gpdμ2p(Xfpdμ+Xgpdμ)<,\int_{X}|f+g|^{p}\,d\mu\le 2^{p}\Bigl(\int_{X}|f|^{p}\,d\mu+\int_{X}|g|^{p}\,d\mu\Bigr)<\infty ,

so f+gLpf+g\in\mathcal{L}^{p}.

Step 2: the inequality for p=1p=1. Here f+gf+g|f+g|\le|f|+|g| pointwise, so f+g1=Xf+gdμXfdμ+Xgdμ=f1+g1\lVert f+g\rVert_{1}=\int_{X}|f+g|\,d\mu\le\int_{X}|f|\,d\mu+\int_{X}|g|\,d\mu=\lVert f\rVert_{1}+\lVert g\rVert_{1} by claim 1 of Linearity and Monotonicity of the Lebesgue Integral.

Step 3: the inequality for 1<p1<p. Let qq be the exponent conjugate to pp, so that 1<q1<q and (p1)q=p(p-1)q=p, and note that p1p-1 is positive. Let uu be the map x(f(x)+g(x))p1x\mapsto\bigl(|f(x)+g(x)|\bigr)^{p-1}. By Elementary Properties of the p-Seminorm §rescaling, applied with the exponents p1p-1 and qq, whose product is pp and is at least 11, the map uu is measurable, lies in Lq\mathcal{L}^{q} because f+gLpf+g\in\mathcal{L}^{p} by Step 1, and satisfies

uq=(f+gp)p1.\lVert u\rVert_{q}=\bigl(\lVert f+g\rVert_{p}\bigr)^{p-1}.

By Properties of Real Powers of Nonnegative Real Numbers §exponents and Properties of Real Powers of Nonnegative Real Numbers §agreement, tp=t1tp1=ttp1t^{p}=t^{1}t^{p-1}=t\,t^{p-1} for nonnegative tt, so for every xx

(f(x)+g(x))p=f(x)+g(x)u(x)(f(x)+g(x))u(x)=f(x)u(x)+g(x)u(x),\bigl(|f(x)+g(x)|\bigr)^{p}=|f(x)+g(x)|\,u(x)\le\bigl(|f(x)|+|g(x)|\bigr)u(x)=|f(x)|u(x)+|g(x)|u(x),

using that u(x)u(x) is nonnegative. Since uu is nonnegative, fu=fu|f|u=|fu| and gu=gu|g|u=|gu| pointwise, where fufu and gugu are the pointwise products. Integrating and applying Hoelder's Inequality, for Two and for Finitely Many Factors §holder twice, to the pairs f,uf,u and g,ug,u with the conjugate exponents p,qp,q,

Xf+gpdμXfudμ+Xgudμ(fp+gp)uq.\int_{X}|f+g|^{p}\,d\mu\le\int_{X}|fu|\,d\mu+\int_{X}|gu|\,d\mu\le\bigl(\lVert f\rVert_{p}+\lVert g\rVert_{p}\bigr)\lVert u\rVert_{q}.

By Elementary Properties of the p-Seminorm §power the left-hand side is (f+gp)p(\lVert f+g\rVert_{p})^{p}, so

(f+gp)p(fp+gp)(f+gp)p1.\bigl(\lVert f+g\rVert_{p}\bigr)^{p}\le\bigl(\lVert f\rVert_{p}+\lVert g\rVert_{p}\bigr)\bigl(\lVert f+g\rVert_{p}\bigr)^{p-1}.

If f+gp=0\lVert f+g\rVert_{p}=0, the asserted inequality holds because the right-hand side of it is nonnegative. Otherwise f+gp\lVert f+g\rVert_{p} is positive, hence so is (f+gp)p1(\lVert f+g\rVert_{p})^{p-1} by Properties of Real Powers of Nonnegative Real Numbers §values; dividing the last display by that positive number and using tp=ttp1t^{p}=t\,t^{p-1} once more gives f+gpfp+gp\lVert f+g\rVert_{p}\le\lVert f\rVert_{p}+\lVert g\rVert_{p}.

Claim 2. The map 0X0_{X} taking the value 00 everywhere is measurable by claim 1 of Arithmetic, Absolute Values, and Pointwise Limits of Measurable Real-Valued Functions, and 0Xp=0X|0_{X}|^{p}=0_{X} by Properties of Real Powers of Nonnegative Real Numbers §values, whose integral is 00 by The Lebesgue Integral and Null Sets: Almost-Everywhere Comparison, Markov's Inequality, and Dominated Convergence Almost Everywhere §null-integral applied with the null set \varnothing; so 0XLp0_{X}\in\mathcal{L}^{p}. By claim 1 the set Lp\mathcal{L}^{p} is closed under the pointwise sum, and by Elementary Properties of the p-Seminorm §homogeneous under the pointwise scalar multiple. Hence The Real Vector Space of Real-Valued Functions on a Set §subspace applies and shows that Lp\mathcal{L}^{p} is a linear subspace of the space of all real-valued maps on XX and is itself a vector space over R\mathbb{R} with zero vector 0X0_{X}.

The three displayed properties of the pp-seminorm are, in order: the fact that fp\lVert f\rVert_{p} is a nonnegative real number, recorded in Power-Integrable Functions and the p-Seminorm §seminorm; Elementary Properties of the p-Seminorm §homogeneous; and claim 1.

Claim 3. We induct on nn. For n=1n=1 the finite sum is f1f_{1} by claim 1 of Properties of Finite Sums of Vectors, and the assertion is an equality. Assume the assertion for nn, and let f1,,fn+1Lpf_{1},\dots,f_{n+1}\in\mathcal{L}^{p}. By the recursion in claim 1 of Properties of Finite Sums of Vectors,

k=1n+1fk=(k=1nfk)+fn+1,\sum_{k=1}^{n+1}f_{k}=\Bigl(\sum_{k=1}^{n}f_{k}\Bigr)+f_{n+1},

which lies in Lp\mathcal{L}^{p} by the inductive hypothesis and claim 1. Applying claim 1 and then the inductive hypothesis,

k=1n+1fkpk=1nfkp+fn+1pk=1nfkp+fn+1p=k=1n+1fkp,\Bigl\lVert\sum_{k=1}^{n+1}f_{k}\Bigr\rVert_{p}\le\Bigl\lVert\sum_{k=1}^{n}f_{k}\Bigr\rVert_{p}+\lVert f_{n+1}\rVert_{p}\le\sum_{k=1}^{n}\lVert f_{k}\rVert_{p}+\lVert f_{n+1}\rVert_{p}=\sum_{k=1}^{n+1}\lVert f_{k}\rVert_{p},

the last equality by the recursion in claim 1 of Properties of Finite Sums. This completes the induction.

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