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Measure, Integration & Real Analysis, 2021a

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Section 8C Orthonormal Bases 239<br />

Proof Suppose {α j } j∈Ω is a family in F. Standard properties of inner products<br />

show that<br />

as desired.<br />

∥ ∥∥<br />

2 〈 〉<br />

∥ ∑ α j e j = ∑ α j e j , ∑ α k e k<br />

j∈Ω<br />

j∈Ω k∈Ω<br />

= ∑ α j α k 〈e j , e k 〉<br />

j,k∈Ω<br />

= ∑ |α j | 2 ,<br />

j∈Ω<br />

Suppose Ω is a finite set and {e j } j∈Ω is an orthonormal family in an inner product<br />

space. The result above implies that if ∑ j∈Ω α j e j = 0, then α j = 0 for every j ∈ Ω.<br />

Linear algebra, and algebra more generally, deals with sums of only finitely many<br />

terms. However, in analysis we often want to sum infinitely many terms. For example,<br />

earlier we defined the infinite sum of a sequence g 1 , g 2 ,...in a normed vector space<br />

to be the limit as n → ∞ of the partial sums ∑ n k=1 g k if that limit exists (see 6.40).<br />

The next definition captures a more powerful method of dealing with infinite sums.<br />

The sum defined below is called an unordered sum because the set Γ is not assumed<br />

to come with any ordering. A finite unordered sum is defined in the obvious way.<br />

8.53 Definition unordered sum; ∑ k∈Γ f k<br />

Suppose { f k } k∈Γ is a family in a normed vector space V. The unordered sum<br />

∑ k∈Γ f k is said to converge if there exists g ∈ V such that for every ε > 0, there<br />

exists a finite subset Ω of Γ such that<br />

∥<br />

∥ ∥∥<br />

∥g − ∑ f j < ε<br />

j∈Ω ′<br />

for all finite sets Ω ′ with Ω ⊂ Ω ′ ⊂ Γ. If this happens, we set ∑ k∈Γ f k = g. If<br />

there is no such g ∈ V, then ∑ k∈Γ f k is left undefined.<br />

Exercises at the end of this section ask you to develop basic properties of unordered<br />

sums, including the following:<br />

• Suppose {a k } k∈Γ is a family in R and a k ≥ 0 for each k ∈ Γ. Then the unordered<br />

sum ∑ k∈Γ a k converges if and only if<br />

}<br />

sup{<br />

∑ a j : Ω is a finite subset of Γ < ∞.<br />

j∈Ω<br />

Furthermore, if ∑ k∈Γ a k converges then it equals the supremum above. If<br />

∑ k∈Γ a k does not converge, then the supremum above is ∞ and we write<br />

∑ k∈Γ a k = ∞ (this notation should be used only when a k ≥ 0 for each k ∈ Γ).<br />

<strong>Measure</strong>, <strong>Integration</strong> & <strong>Real</strong> <strong>Analysis</strong>, by Sheldon Axler

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