Alphabeta Math
TheoremStatement: Literature-sourcedProof: AI-adaptedPipeline-generatedjudge pass (gpt-5.6-terra)audited 2026-09-09
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Complex Holder, Minkowski, and the quotient norm

Statement

On any measure space, if p,p′∈[1,∞] are conjugate, f∈Lp(μ;C) and g∈Lp′(μ;C), then ∫∣fg∣ dμ≤∥f∥p∥g∥p′,∣∫fg dμ∣≤∥f∥p∥g∥p′. For every 1≤p≤∞, complex vector operations and ∥[f]∥p=Np(f) are well-defined on the a.e. quotient and give a norm, with ∥f+g∥p≤∥f∥p+∥g∥p,∥f‾∥p=∥f∥p, ∥Re⁡f∥p,∥Im⁡f∥p≤∥f∥p≤∥Re⁡f∥p+∥Im⁡f∥p.

Facts & Assumptions

Given: A measure space, finite-valued measurable representatives, and the exponents and finite norms stated above.

[F1]

Complex measurability, moduli and the set quotient have the stated conventions (Complex Lp classes and Euclidean test-function conventions).

[F2]

∣zw∣=∣z∣∣w∣, ∣z+w∣≤∣z∣+∣w∣ and zz‾=∣z∣2 (Conjugation is an involutive real-field automorphism, zz‾=∣z∣2, and modulus is definite, multiplicative, and subadditive).

[F3]

Real Hölder holds for conjugate exponents, including both endpoints (Holder's inequality for integrals, including the endpoint cases).

[F4]

Real Minkowski holds for finite exponents (Minkowski's inequality for integrals, including p=∞).

[F5]

For complex integrable h, ∣∫h∣≤∫∣h∣ (The modulus of an integral is bounded by the integral of the modulus).

[F6]

A nonnegative measurable function has integral zero exactly when it is zero a.e. (A nonnegative measurable function has integral 0 exactly when it vanishes almost everywhere).

[F8]

Nonnegative integration is monotone and positively homogeneous (Monotonicity and nonnegative homogeneity of the nonnegative integral).

[F9]

The essential norm is the infimum of nonnegative essential bounds (The essential supremum of a measurable function with respect to a measure).

[F10]

Countable unions of measurable null sets are null (Finite and countable subadditivity of measures).

Proof

technique · Reduce to real inequalities for moduli and prove quotient and endpoint assertions directly
1.1F1F2F3F5given

By F1 the real functions ∣f∣,∣g∣ are measurable with finite respective norms. Applying F3 to these functions and using ∣fg∣=∣f∣∣g∣ gives ∫∣fg∣≤Np(f)Np′(g)<∞, for 1<p<∞ and also (p,p′)=(1,∞),(∞,1). Thus fg is complex integrable and F5 gives the asserted integral bound.

1.2F2F4F8

For finite p, F2 and F8 give Np(f+g)≤Np(∣f∣+∣g∣). Real Minkowski on the two real nonnegative functions gives Np(f+g)≤Np(f)+Np(g), so addition preserves the finite-functional class.

1.3F2F9F10

For p=∞ put a=N∞(f) and b=N∞(g). Every a+η and b+η with η>0 is an essential bound: an essential bound smaller than it exists by the infimum property. Off the union of two null sets, ∣f+g∣≤a+b+2η. Taking infima and then η↓0 gives N∞(f+g)≤a+b.

1.4F1F2F7F8F9F10

If f=f1 a.e. and g=g1 a.e., then αf+βg=αf1+βg1 off the union of their measurable disagreement sets. For finite p, ∣f∣p=∣f1∣p a.e., so F7 makes their integrals equal. At infinity the sets of essential bounds agree. Thus both operations and Np descend. Pointwise complex vector identities descend as well; scalar closure and Np(cf)=∣c∣Np(f) follow from F2 and F8 for finite p, and scaling essential bounds for infinity. For c=0 this equality is immediate without dividing by c.

1.5F2F6F9F10

For finite p, Np(f)=0 iff ∣f∣p=0 a.e. by F6, iff f=0 a.e. by F2. For infinity, if N∞(f)=0, each measurable set Em={∣f∣>1/m} is null by F9. Since {f≠0}=⋃m≥1Em, F10 gives f=0 a.e. The converse follows since zero is then an essential bound. This proves positive definiteness, including zero measure spaces.

2.1F1F2F8F9step 1.2step 1.3step 1.4step 1.5∎

Finally ∣f‾∣=∣f∣, and pointwise ∣Re⁡f∣,∣Im⁡f∣≤∣f∣≤∣Re⁡f∣+∣Im⁡f∣. Monotonicity of finite integrals or of essential bounds gives the two lower component bounds; the triangle inequality applied to f=Re⁡f+iIm⁡f gives the upper bound. Together with homogeneity, definiteness and the descended operations, this proves all norm assertions.

Depends on

Used by

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