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Jordan–von Neumann: a norm is induced by an inner product exactly when it satisfies the parallelogram law
Statement
Let be a real or complex vector space with a norm . Then is induced by an inner product on if and only if it satisfies the parallelogram law
In that case the inner product is unique, and it is given by the real polarisation formula
in the real case, and by the complex polarisation formula
in the complex case with the first-variable-linear convention.
Facts & Assumptions
In a real or complex inner-product space the pairing is linear in the first argument, conjugate-linear in the second, conjugate symmetric and positive definite, and (Real and complex inner-product spaces and their induced length).
The induced length is the unique nonnegative square root of the diagonal pairing (The norm induced by a real or complex inner product).
A norm satisfies for , in particular , and in the complex case, and it satisfies the triangle inequality; complex normed spaces follow the scalar convention of the remark (A norm on a real vector space, the induced metric, and the dictionary with the metric axioms, Real and complex scalar conventions for normed spaces).
Every real or complex inner-product norm satisfies the parallelogram law (The parallelogram law).
Every real number is approximated by rationals: for and rational there is a rational with (The rationals embed densely in the reals).
For every real there is a natural with (For every in a complete ordered field there is a natural with ).
For complex scalars , , and (Conjugation is an involutive real-field automorphism, , and modulus is definite, multiplicative, and subadditive).
For nonnegative reals if and only if ; every nonnegative real has a unique nonnegative square root (Squaring is monotone on the nonnegatives, Square roots exist: a unique with ; the positives are ).
Proof
Given: A real or complex vector space with a norm ; write . The real case is proved first, then the complex case, and finally necessity.
Assume first that is real and satisfies the parallelogram law, and define ; then , , , , and for real .
Applying the parallelogram law to the four pairs , , and and subtracting the fourth identity from the third gives , that is for all .
Adding that identity at and at gives and ; since by step 1.1, the two relations add to , so , and symmetry gives additivity in the second argument as well.
Induction on the natural number using step 2.1 gives , and is step 1.1, so for every integer .
For the additivity of step 2.1 gives , so , and together with step 3.1 this yields for every rational .
Consequently for every rational the form is a symmetric rational-bilinear pairing with , that is by steps 1.1 and 4.1.
If , put and , so that step 5.1 reads for every rational ; rationals approach within any by [A5], whence for every , and because a negative would give for some by [A6]; if instead then for all rational forces , since otherwise [A6] supplies a rational with ; in both cases , so by [A8].
For fixed the map is additive in by step 2.1 and satisfies by step 6.1, hence for ; given choose with by [A6], then gives , so is continuous at .
For real and rational one has with by step 4.1, so continuity at from step 7.1 and the rational approximation of from [A5] give , that is for every real .
Therefore, in the real case, is symmetric, additive in each argument and real-homogeneous in the first argument, with and exactly for ; so is a real inner product on whose induced length is the given norm .
Now let be complex with a norm satisfying the parallelogram law; viewing as a real vector space with the same norm, to which step 9.1 applies, gives a real inner product with , and together with the definition of gives , hence by the argument .
Define ; then additivity in both arguments and follow from the real bilinearity of , and conjugate symmetry follows from and from in step 10.1.
Positivity: because and force ; hence is a complex inner product whose induced length is , and expanding in terms of gives the complex polarisation formula .
Conversely, if the given norm is induced by an inner product on , then it satisfies the parallelogram law by [A4] and expanding the pairing in terms of recovers, in the real case, and, in the complex case, the four-term formula of step 12.1; with steps 9.1 and 12.1 this proves that a real or complex norm is induced by an inner product exactly when it satisfies the parallelogram law, and that the polarisation formulas display that inner product.
Depends on
- The parallelogram law
- Real and complex inner-product spaces and their induced length
- The norm $\lVert v\rVert=\sqrt{\langle v,v\rangle}$ induced by a real or complex inner product
- A norm on a real vector space, the induced metric, and the dictionary with the metric axioms
- Real and complex scalar conventions for normed spaces
- The rationals embed densely in the reals
- For every $\varepsilon > 0$ in a complete ordered field there is a natural $n \ge 1$ with $1/n < \varepsilon$
- Conjugation is an involutive real-field automorphism, $z\overline z=|z|^2$, and modulus is definite, multiplicative, and subadditive
- Squaring is monotone on the nonnegatives
- Square roots exist: a unique $\sqrt{a} \ge 0$ with $(\sqrt{a})^2 = a$; the positives are $\{x^2 : x \neq 0\}$
Used by
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Sources
- Theo Bühler and Dietmar Salamon, Functional Analysis, §1.3.3, p.39 (standard reference, not scraped)
- Andrew Lin and Casey Rodriguez, MIT 18.102 Introduction to Functional Analysis, Lecture 15 (standard reference, not scraped)