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Measure, Integration & Real Analysis, 2021a

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222 Chapter 8 Hilbert Spaces<br />

9 The angle between two vectors (thought of as arrows with initial point at the<br />

origin) in R 2 or R 3 can be defined geometrically. However, geometry is not as<br />

clear in R n for n > 3. Thus the angle between two nonzero vectors a, b ∈ R n<br />

is defined to be<br />

〈a, b〉<br />

arccos<br />

‖a‖‖b‖ ,<br />

where the motivation for this definition comes from the previous exercise. Explain<br />

why the Cauchy–Schwarz inequality is needed to show that this definition<br />

makes sense.<br />

10 (a) Suppose f and g are elements of a real inner product space. Prove that f<br />

and g have the same norm if and only if f + g is orthogonal to f − g.<br />

(b) Use part (a) to show that the diagonals of a parallelogram are perpendicular<br />

to each other if and only if the parallelogram is a rhombus.<br />

11 Suppose f and g are elements of an inner product space. Prove that ‖ f ‖ = ‖g‖<br />

if and only if ‖sf + tg‖ = ‖tf + sg‖ for all s, t ∈ R.<br />

12 Suppose f and g are elements of an inner product space and ‖ f ‖ = ‖g‖ = 1<br />

and 〈 f , g〉 = 1. Prove that f = g.<br />

13 Suppose f and g are elements of a real inner product space. Prove that<br />

〈 f , g〉 = ‖ f + g‖2 −‖f − g‖ 2<br />

.<br />

4<br />

14 Suppose f and g are elements of a complex inner product space. Prove that<br />

〈 f , g〉 = ‖ f + g‖2 −‖f − g‖ 2 + ‖ f + ig‖ 2 i −‖f − ig‖ 2 i<br />

.<br />

4<br />

15 Suppose f , g, h are elements of an inner product space. Prove that<br />

‖h − 1 2 ( f + g)‖2 = ‖h − f ‖2 + ‖h − g‖ 2<br />

2<br />

− ‖ f − g‖2<br />

.<br />

4<br />

16 Prove that a norm satisfying the parallelogram equality comes from an inner<br />

product. In other words, show that if V is a normed vector space whose norm<br />

‖·‖ satisfies the parallelogram equality, then there is an inner product 〈·, ·〉 on<br />

V such that ‖ f ‖ = 〈 f , f 〉 1/2 for all f ∈ V.<br />

17 Let λ denote Lebesgue measure on [1, ∞).<br />

(a) Prove that if f : [1, ∞) → [0, ∞) is Borel measurable, then<br />

(∫ ∞<br />

1<br />

) 2 ∫ ∞<br />

f (x) dλ(x) ≤ x 2( f (x) ) 2 dλ(x).<br />

1<br />

(b) Describe the set of Borel measurable functions f : [1, ∞) → [0, ∞) such<br />

that the inequality in part (a) is an equality.<br />

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

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