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The Norm Metric of a Real Inner Product Space: Triangle Inequalities, Limits and Continuity

The triangle and reverse triangle inequalities, that d(x,y)=|x-y| is a metric, the algebra of limits, sequential continuity of the inner product and norm, the description of bounded sets, and Lipschitz continuity of the norm and of the maps x -> <x,z>.

Statement

Let R\mathbb{R} be the ordered field of real numbers, with the notation of that item, and let EE be a real inner product space with inner product ⟨⋅,⋅⟩\langle\cdot,\cdot\rangle, norm ∣⋅∣|\cdot|, distance dd and zero vector 0E0_{E}, and let N\mathbb{N} be the set of natural numbers. For a real number ss, ∣s∣|s| is its absolute value, and dR(s,t)=∣s−t∣d_{\mathbb{R}}(s,t)=|s-t| is the metric on R\mathbb{R} of The Absolute Value Metric on the Real Numbers. Convergence of a sequence in EE means convergence in the metric space (E,d)(E,d) of claim 3 below, and convergence of a sequence of real numbers is as in Limit of a Sequence of Real Numbers; claims 1, 2 and 3 do not involve convergence, and claims 4 to 7 presuppose claim 3. Then for all x,y,z∈Ex,y,z\in E and all λ∈R\lambda\in\mathbb{R} the following hold.

1. (Triangle inequality) ∣x+y∣≤∣x∣+∣y∣|x+y|\le|x|+|y| and ∣x−y∣≤∣x∣+∣y∣|x-y|\le|x|+|y|.

2. (Reverse triangle inequality) ∣ ∣x∣−∣y∣ ∣≤∣x−y∣\bigl|\,|x|-|y|\,\bigr|\le|x-y|.

3. (Metric) dd is a metric on EE, so that (E,d)(E,d) is a metric space; moreover d(x+z,y+z)=d(x,y)d(x+z,y+z)=d(x,y) and d(λx,λy)=∣λ∣ d(x,y)d(\lambda x,\lambda y)=|\lambda|\,d(x,y).

4. (Algebra of limits) If (xm)m∈N(x_{m})_{m\in\mathbb{N}} and (ym)m∈N(y_{m})_{m\in\mathbb{N}} are sequences in EE converging to xx and to yy, then (xm+ym)(x_{m}+y_{m}) converges to x+yx+y, (xm−ym)(x_{m}-y_{m}) converges to x−yx-y and (λxm)(\lambda x_{m}) converges to λx\lambda x; and if (λm)m∈N(\lambda_{m})_{m\in\mathbb{N}} is a sequence of real numbers converging to λ\lambda, then (λmxm)(\lambda_{m}x_{m}) converges to λx\lambda x.

5. (Continuity of the inner product and norm) If (xm)m∈N(x_{m})_{m\in\mathbb{N}} and (ym)m∈N(y_{m})_{m\in\mathbb{N}} are sequences in EE converging to xx and to yy, then the sequences of real numbers (⟨xm,ym⟩)(\langle x_{m},y_{m}\rangle) and (∣xm∣)(|x_{m}|) converge to ⟨x,y⟩\langle x,y\rangle and to ∣x∣|x|; in particular (⟨xm,z⟩)(\langle x_{m},z\rangle) converges to ⟨x,z⟩\langle x,z\rangle.

6. (Bounded sets) A subset A⊆EA\subseteq E is bounded in (E,d)(E,d) if and only if there is a real number RR with ∣a∣≤R|a|\le R for every a∈Aa\in A.

7. (Lipschitz maps) The map x↦∣x∣x\mapsto|x| is Lipschitz with constant 11 from (E,d)(E,d) to (R,dR)(\mathbb{R},d_{\mathbb{R}}), and the map x↦⟨x,z⟩x\mapsto\langle x,z\rangle is Lipschitz with constant ∣z∣|z| from (E,d)(E,d) to (R,dR)(\mathbb{R},d_{\mathbb{R}}).

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