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Original article
12 2021
:33;
101598
doi:
10.1016/j.jksus.2021.101598

An algorithm for verifying some norm identities in inner-product spaces

Department of Mathematics and Statistics, King Faisal University, P.O. Box 400, Al Ahsa 31982, Saudi Arabia
Disclaimer:
This article was originally published by Elsevier and was migrated to Scientific Scholar after the change of Publisher.

Peer review under responsibility of King Saud University.

Abstract

In this paper, we provide an algorithm for verifying the validity of identities of the form A n ¯ c A x A 2 = 0 , where x A = i A x i and n ¯ = { 1 , , n } in inner-product spaces. Such algorithm is used to verify the validity, in inner-product spaces, for a number of identities. These include a generalization of the parallelepiped law. We also show that such identities hold only in inner-product spaces. Thus, the algorithm can be used to deduce characterizations of inner-product spaces.

Keywords

Inner product
Norm
Parallelogram identity
Parallelepiped law
Binomial coefficient

Abbreviations

WLOG

Without loss of generality

1

1 Introduction

Throughout this paper, let I be an index set, and { x i : i I } be a subset of elements of a vector space H . For A I denote by x A the sum of vectors x i , i A . i.e. x A = i A x i . The notation n ¯ is used to denote the set { 1 , 2 , , n } . For a finite set A , we use A to denote the cardinality of A , and the standard notation for binomial coefficients, n k = n ! / ( k ! n - k ! ) is used.

The algorithm given in Theorem 2.3 is meant to test the validity of identities of the form A n ¯ c A x A 2 = 0 in inner-product spaces by converting the verification of such an identity to verifying numerical equalities. The algorithm is illustrated in Section 3 by using it to derive several identities. Notable among these results is a generalization of the parallelepiped law, which is deduced, in Corollary 3.5, from a more general result. In Section 4, we prove that all the identities that can be verified by this algorithm only hold in inner-product spaces. Thus, the algorithm can be used to derive characterizations of norms defined by an inner product. This is the application chosen for discussion in the paper.

Investigating norm identities that are satisfied only by norms induced by inner products dates back to the late 19th century (see Amir, 1986, Introduction). Fréchet, 1935 showed that a normed space is an inner product space if and only if

(1)
x + y + z 2 - x + y 2 - x + z 2 - y + z 2 + x 2 + y 2 + z 2 = 0

Jordan and von Neumann, 1935 showed that the norm is induced by an inner product if and only if the parallelogram law

(2)
x + y 2 + x - y 2 = 2 x 2 + 2 y 2

holds for all x , y . For a proof of Jordan and von Neumann’s result see Istrăţescu (1987), Theorem 4.3.6. The study of characterizations of inner-product spaces continue to be an active field (see e.g. Adamek 2020; Chelidze 2004; Dadipour and Moslehian 2010; Mendoza and Pakhrou, 2003). The author hopes that the algorithm presented here will lead to new characterization like the ones given in Corollary 4.5.

This paper is self-contained, the only results needed are the Jordan and von Neumann characterization mentioned above and a Lemma due to Fréchet on finite difference (see e.g. Amir 1986 Lemmas 1.1, 1.2 or Reznick, 1978, Lemma 1). We give a proof of this lemma below

Lemma 1.1:

For n 1 ,

let F n = f : : f i s l o c a l l y i n t e g r a b l e a n d k = 0 n n k - 1 n - k f r + k s = 0 r , s 2 . The following statements hold:

  1. For n 1 every function in F n is infinitely differentiable.

  2. If n > 1 and f F n then f ' F n - 1 .

  3. For n 1 every function in F n is a polynomial of degree less than n .

Proof:

1) Assume n 1 and that f F n . Thus, 0 = k = 0 n n k - 1 n - k f r + k s for all r , s R 2 . Moving the k = 0 term to the left side of the equality and multiplying by - 1 n + 1 , we obtain

f r = k = 1 n n k - 1 1 + k f r + k s

Take ϕ a C -function on R with support in [ - 1 , 1 ] such that R ϕ = 1 . By multiplying the above equality by ϕ s and integrating with respect to s , we obtain f r = k = 1 n n k - 1 1 + k ψ k r where ψ k r = R f r + k s ϕ s d s . Substituting x = r + k s , s = x - r k yields, for a > r + k ψ k r = R f x ϕ x - r k dx k = - a , a f x ϕ x - r k dx k

Repeated differentiation under the integral sign, which is justifiable by the dominated convergence theorem, and the mean value theorem, we have that ψ k is infinitely differentiable with

d m d r m ψ k r = R f x d m d r m ϕ x - r k dx k for m 0 .

Thus, f is infinitely differentiable.

2) By assumption, we have

k = 0 n n k - 1 n - k f r + k s = 0 for all r , s R 2 .

Differentiating both sides with respect to s yields 0 = k = 1 n n k - 1 n - k k f ' r + k s = n k = 1 n n - 1 k - 1 - 1 n - k f ' r + k s

Summing over l = k - 1 and dividing by n , the last expression becomes l = 0 n n - 1 l - 1 n - 1 - l f ' r + l + 1 s = 0

Given r 1 , s R , substituting r = r 1 - s in the last identity, we obtain l = 0 n n - 1 l - 1 n - 1 - l f ' r 1 + l s

Since r 1 , s are arbitrary, then f ' F n - 1 .

3) By induction on n 1 . For n = 1 , the identity defining F 1 is - f r + f r + s = 0 for all r , s which clearly implies that f is a constant, i.e., a polynomial of degree less than 1. Suppose n > 1 , the result is true for n - 1 , and that f F n . Using 2) we have f ' is a polynomial of degree less than n - 1 , so by integration, f is a polynomial of degree less than n .

2

2 A test for a class of norm identities in inner product Spaces.

In this section, a test that can be used to verify the validity of certain identities in inner product spaces is provided. Recall the familiar identity for inner product norms

(3)
x + y 2 = x 2 + y 2 + 2 R e x , y

Or equivalently

(4)
2 R e x , y = x + y 2 - x 2 - y 2
Theorem 2.1:

Let H be an inner product space, and x 1 , x 2 , , x n be elements in H . The equality

(5)
x 1 + x 2 + + x n 2 = A = 2 , A n ¯ x A 2 - n - 2 i = 1 n x i 2

holds for all positive integer n 2 .

Proof:

By induction on n . For n = 2 the equality is simply x 1 + x 2 2 = x 1 + x 2 2 . Suppose the equality holds for n then, from (3)

(6)
x 1 + x 2 + + x n + 1 2 = x 1 + x 2 + + x n 2 + x n + 1 2 + 2 R e x 1 + + x n , x n + 1

But 2 R e x 1 + + x n , x n + 1 = i = 1 n 2 R e x i , x n + 1

(7)
= i = 1 n x i + x n + 1 2 - x i 2 - x n + 1 2 = A = 2 , A n + 1 ¯ , n + 1 A x A 2 - i = 1 n x i 2 - n x n + 1 2

By induction hypothesis, we have

(8)
x 1 + x 2 + + x n 2 = A = 2 , A n ¯ x A 2 - n - 2 i = 1 n x i 2

Substituting (7) and (8) in (6), we obtain x 1 + x 2 + + x n + 1 2 = A = 2 , A n ¯ x A 2 - n - 2 i = 1 n x i 2 + x n + 1 2 + A = 2 , A n + 1 ¯ , n + 1 A x A 2 - i = 1 n x i 2 - n x n + 1 2 = A = 2 , A n + 1 ¯ x A 2 - n - 1 i = 1 n + 1 x i 2

Thus, the relation (5) is true for n + 1 . By induction, (5) is true for all n N ,n≥2

By using Theorem 2.1 to substitute for x A 2 where A > 2 , the equal expression B = 2 , B A x B 2 - A - 2 i A x i 2

any identity of the form A n ¯ c A x A 2 = 0 can be converted to an identity of the form B n ¯ , 1 B 2 a B x B 2 = 0

Thus, testing the validity of the identity A n ¯ c A x A 2 = 0 is transformed into testing the validity of the equivalent identity B n ¯ , 1 B 2 a B x B 2 = 0 . The verification of the latter identity can be reduced to verifying that all its coefficients are zero as shown by the following Lemma.

Lemma 2.2:

Let H be an inner product space of dimension at least two. The identity B n ¯ , 1 B 2 a B x B 2 = 0 holds for all x 1 , , x n H if and only if a B = 0 for all B n ¯ with 1 B 2 .

Proof:

( ) Clearly if a B = 0 for all B n ¯ with 1 B 2 , then

B n ¯ , 1 B 2 a B x B 2 = 0 for all x 1 , , x n H

( ) Suppose that B n ¯ , 1 B 2 a B x B 2 = 0 for all x 1 , , x n H . Pick u , v H orthogonal unit vectors. For 0 θ 2 π let u θ = cos θ u + sin θ v . For 1 i j n , let x i = u , x j = u θ and x k = 0 for k n ¯ \ { i , j } .

Since u + u θ 2 = 2 + 2 cos θ we have 0 = B n ¯ , 1 B 2 a B x B 2 = k { i , j } a { i , k } + k { i , j } a { j , k } + a { i , j } 2 + 2 cos θ + a { i } + a { j }

Choose θ 1 , θ 2 0 , 2 π with cos θ 1 c o s θ 2 , subtract the above equality at θ = θ 2 from the same equality at θ = θ 1 to obtain a { i , j } = 0 . Since i j were arbitrary elements of n ¯ , we obtain that a B = 0 for all B n ¯ with B = 2 . Using this and our assumption of the validity of the identity, we obtain 0 = B n ¯ , 1 B 2 a B x B 2 = j = 1 n a { j } x j 2 . Finally, for each 1 i n , take x i to be a unit vector and x j = 0 for j i in the last identity to get 0 = B n ¯ , 1 B 2 a B x B 2 = i = 1 n a { j } x j 2 = a { i }

Since 1 i n was arbitrary, then a B = 0 for all B n ¯ with B = 1 . ■

The following Theorem uses Theorem 2.1 and a modified version of Lemma 2.2 to test validity of identities of the form A n ¯ c A x A 2 = 0 . The modification allows us to avoid the need to compute a B for * with B = 1 which simplifies the application of the validity test.

Theorem 2.3:

Let H be an inner product space of dimension at least two. Given an expression A n ¯ c A x A 2 , let B n ¯ , 1 B 2 a B x B 2 be the result of replacing x A 2 where A > 2 by

B = 2 , B A x B 2 - A - 2 i A x i 2

The identity B n ¯ c B x B 2 = 0 holds if and only if

  1. a B = 0 for all B n ¯ with B = 2 , and

  2. For each unit vector u H , and for each 1 i n , if x i = u and x j = 0 for j i then for this choice of xk’ s we have A n ¯ c A x A 2 = 0 .

Proof:

( )If the identity B n ¯ c B x B 2 = 0 holds then B n ¯ , 1 B 2 a B x B 2 = 0 is also an identity, so by Lemma 2.2 , we have a B = 0 for all B n ¯ with 1 B 2 . i.e. 1) holds. Since B n ¯ c B x B 2 = 0 holds for any choice of values of the x k s, 2) also holds.

(⇐)Assume 1) and 2) hold, and u be any unit vector in H , for each 1 i n , let x i = u and x j = 0 for j i then from 2 ) 0 = B n ¯ c B x B 2 = B n ¯ , 1 B 2 a B x B 2 = B n ¯ , 1 = B a B x B 2 = a { i }

where we have used 1) in the second equality. Since 1 i n was arbitrary, we have a B = 0 for all B n ¯ with 1 = B . This together with 1) gives us that a B = 0 for all B n ¯ , 1 B 2 . Thus B n ¯ c B x B 2 = B n ¯ , 1 B 2 a B x B 2 = 0 is an identity. ■

3

3 Some deduced identities

In this section, we provide some example applications of Theorem 2.3. For future reference we have listed the identities as Lemmas rather than examples.

Lemma 3.1:

Let H be an inner product space. The identity

(9)
n - 2 k - 2 x 1 + + x n 2 = A = k , A n ¯ x A 2 - n - 2 k - 1 i = 1 n x i 2

holds for all n > k 2 and all x 1 , , x n H .

Proof:

We start by converting the identity in (9) to one with zero on one of the sides to get

(10)
n - 2 k - 2 x 1 + + x n 2 - A = k , A n ¯ x A 2 + n - 2 k - 1 i = 1 n x i 2 = 0

Using Theorem 2.1 to replace x A 2 for each A n ¯ with A = k by the equivalent expression B = 2 , B A x B 2 - k - 2 i A x i 2 and replace x 1 + + x n 2 by B = 2 , B n ¯ x B 2 - n - 2 i = 1 n x i 2 converts the left hand side of (10) to

(11)
n - 2 k - 2 B = 2 , B n ¯ x B 2 - n - 2 i = 1 n x i 2 - A = k , A n ¯ B = 2 , B A x B 2 - k - 2 i A x i 2 + n - 2 k - 1 i = 1 n x i 2

By writing (11) in the form B n - , 1 B 2 a B x B 2 , we get for a set B of size 2, a B = n - 2 k - 2 - A = k , B A n - 1

The number of k -subset A n - containing B is equal to the number of ( k - 2 ) -subsets C of n - / B so is n - 2 k - 2 . Thus for B n - of cardinality 2, a B = n - 2 k - 2 - n - 2 k - 2 = 0

giving us that condition (1) of Theorem 2.3. To verify condition (2), let u to be a unit vector, for each 1 i n , let x i = u and x j = 0 for i j n - , then substituting this choice of x i ’s in the left hand side of (10) (our original identity), the equation in (10) becomes n - 2 k - 2 - n - 1 k - 1 + n - 2 k - 1 = 0

The middle term in the above equation was computed by noting that x A 2 = 1 if i A and 0 otherwise, and that the number of k-subsets A n - containing { i } is equal to the number of ( k - 1 ) -subsets of n ¯ \{i} which is n - 1 k - 1 . By a well-known recurrence relation for the binomial coefficients (note k 2 ) condition (2) also holds. ▪

Lemma 3.2:

Let H be an inner product space of dimension at least 2. For n 3 and x 1 , , x n in H , we have

(12)
I n ¯ - 1 I x I 2 = 0
Proof:

Splitting the sum in (12) into a sum over I 2 and a second sum over I = 1 , then using Theorem 2.1, to substitute for x I 2 in the first sum, the LHS of (12) becomes

(13)
I n ¯ , I 2 - 1 I B = 2 , B I x B 2 - I - 2 i I x i 2 + I n ¯ , I = 1 - 1 x I 2

Let us write (13) in the form Σ B n ¯ , 1 B 2 a B x B 2

For a set B with B = 2 , we have a B = I B - 1 I . As the number of sets I n ¯ of cardinality k containing B equals the number of ways of choosing the k - 2 elements of I\B from the n - 2 elements of n - \B, this sum is a B = k = 2 n - 1 k n - 2 k - 2 = l = 0 n - 2 - 1 l n - 2 l = 1 - 1 n - 2 = 0

So, condition 1) of Theorem 2.3 is satisfied. To verify condition (2), let u be a unit vector, for each 1 i n let x i = u and x j = 0 for j i . By substituting this choice in (12), as the number of sets I n - containing i and of cardinality k is n - 1 k - 1 , we have I n ¯ - 1 I x I 2 = I n ¯ , i I - 1 I 1 = k = 1 n - 1 k n - 1 k - 1 = - 1 - 1 n - 1 = 0

Thus condition (2) holds.▪

Remark 3.3:

For 1 i n , let i { 1 , - 1 } and J = { k : k = 1 } then

1 x i 1 + 2 x i 2 + + n x i n 2 = x J - x I \ J 2 = 2 x J 2 + 2 x I \ J 2 - x J + x I \ J 2 = 2 x J 2 + 2 x I \ J 2 - x I 2 .

This gives us a test for identities of the form I = { i 1 , i 2 , , i k } n ¯ a I 1 , , k { 1 , - 1 } 1 x i 1 + 2 x i 2 + + k x i k 2 = 0

(where the inner sum is over all possible choices of signs 1 , , k ) Indeed, the above identity can be transformed to the form 0 = I n ¯ a I J I x J - x I \ J 2 = I n ¯ a I J I 2 x J 2 + 2 x I \ J 2 - x I 2

which has the form that can be verified using Theorem 2.3.

The test for verifying such identities is given in Theorem 3.4. Corollary 3.5 uses this test to prove the parallelepiped law. Namely

(14)
k = 1 n 1 i 1 < i 2 < < i k n - 1 k 2 n - k 1 , , k { 1 , - 1 } 1 x i 1 + 2 x i 2 + + k x i k 2 = 0
Theorem 3.4:

Let H be an inner-product space of dimension at least 2. For each n 2 , a 1 , , a n fixed real numbers, and J P n - . If a I = i I a i for I n - then

(15)
0 = I J a I J I x J - x I \ J 2 = 0

holds for all x 1 , , x n in H if and only if for each i n ¯ , 0 = I J and i I 2 I a I

Proof:

As in Remark 3.3, we have

(16)
0 = I J a I J I x J - x I \ J 2 = I J a I J I 2 x J 2 + 2 x I \ J 2 - x I 2

For I fixed and J 1 I , the square norm x J 1 2 occurs (with a factor of 2) twice in the inner sum on the RHS of (16) (once when J = J 1 and the other when J = I \ J 1 ) while the - x I 2 occurs 2 I times in the inner sum (once for each J I ) Thus, the RHS of (16) is J 4 x J 2 { I J : I J } a I - I J a I 2 I x I 2

So, the equality in (16) becomes

(17)
0 = J n ¯ 4 { I J : I J } a I x J 2 - I n ¯ a I 2 I x I 2

Using Theorem 2.1 to substitute for x J 2 and x I 2 in (17), we get that for each B a subset of n - of cardinality 2, a B = B J n ¯ 4 { I J : I J } a I - { I J : I B } a I 2 I

The first sum is B J I J 4 a I = B I J 4 a I B J I 1

As the sets J satisfying B J I are in bijective correspondence with the subsets of I \ B the number of the former is 2 I \ B = 2 I - 2 , thus a B = B I J 2 I - 2 4 a I - B I J a I 2 I = 0

So, condition (1) of Theorem 2.3 is satisfied. Therefore (16) holds if and only if condition (1) of Theorem 2.3 holds. Hence, it suffices to show that in this case condition (2) of Theorem 2.3 is equivalent to the condition in Theorem 3.4. Let u be a unit vector. For 1 i n let x i = u and x j = 0 for j i . With this choice of values for the x k ,s

For J I that x J - x I \ J 2 = 0 if i I , and if i I , we have x J - x I \ J 2 = x i 2 i f i J - x i 2 i f i J

in either case x J - x I \ J 2 = x i 2 = 1 . Thus I J a I J I x J - x I \ J 2 = { I J : i I } J I 1 = { I J : i I } 2 I a I

proving the desired equivalence. ▯

Corollary 3.5:

Let H be an inner-product space of dimension at least 2. For each n 2 , x 1 , , x n in H and real numbers a 1 , , a n , if there are i j such that a i = a j = - 1 / 2 then

(18)
0 = k = 1 n 1 i 1 < i 2 < < i k n a i 1 a i 2 a i k 1 , , k { 1 , - 1 } 1 x i 1 + 2 x i 2 + + k x k 2
Proof:

As in Remark 3.3, the equation in (18) can be rewritten as

0 = I P n ¯ a I J I x J - x I \ J 2 where, as in Theorem 3.4, a I = i I a i . This is just (15) with J = P n ¯ . Thus, by Theorem 3.4, the identity holds if and only if for each i n ¯ , i I n ¯ 2 I a I = 0 . For each k n ¯ , let c k = 2 a k , then the validity test for our identity can be rewritten as follows:

for each 1 i n , i I n ¯ c I = c i I n ¯ \ { i } c I = 0

For a nonempty index set J , by an easy induction on the cardinality of J , we get that I J c I = l J 1 + c l

Thus, the condition of Theorem 3.4 becomes, for each i n ¯ 2 a i i j J 1 + 2 a j = 0

Which always hold if there are two distinct indices i j so that a i = a j = - 1 2

Note that factoring out 2 n from (14), it becomes a special case of Corollary 3.4 where a 1 = a 2 = = a n = - 1 / 2 .

4

4 Sufficient conditions for an inner product

In the previous sections we examined identities that follow from the norm being derived from an inner product. In this section, we show that any such identity (any identity of the form A n ¯ c A x A 2 = 0 ) implies that the norm is derived from an inner product. The proof is divided into two lemmas.

Lemma 4.1:

Let H be a normed spaced.

  1. If some identity of the form B n ¯ c B x B 2 = 0 holds in H with the c B 0 for some B θ then an identity of the form B A a B x B 2 = 0 with a A 0 and A θholds in H .

  2. If an identity of the form B A a B x B 2 = 0 with a A 0 and A θ holds in H . Then an identity of the form B A - 1 A - B x B 2 = 0 also holds in H for some A θ.

Proof:

  1. Pick A a maximal element in the collection { B n ¯ : c B 0 and B θ} with respect to inclusion. Let x i = 0 for i A and let x i be arbitrary for i A . Using this choice of values our identity becomes

0 = B n ¯ c B x A B 2 = B A x B 2 D A = B c D

Since A is maximal D A = A ,i.e. D A , and c D 0 implies that D = A so the coefficient of x A 2 is c A 0 and by our choice of A , A . Thus, the identity we obtained above has desired type.

  1. Let N be the minimum element of the nonempty set

A : A t h e r e i s a n i d e n t i t y B A a B x B 2 = 0 w i t h a A 0 h o l d i n g i n H

Pick a set A with cardinality N , and an identity B A a B x B 2 = 0 w i t h a A 0 h o l d i n g i n .

By our choice of A , if C < A is nonempty and an identity of the form B C a B x B 2 = holds in H then a C = 0 .

We prove that, with the above choice of A , a B = - 1 A - B a A for every B A . The proof is by downward induction on B . For B = A this is clear since B = A . Suppose the claim is true for k < B A and k 1 . Let B 0 be a subset of A of cardinality k . Choose x i = 0 for i B 0 and let x i be arbitrary for i B 0 . Substituting in our identity, we obtain, 0 = B A a B x B B 0 2 = C B 0 x C 2 B B 0 = C , B A a B

Since 1 B 0 < A we have by (*) that the coefficient of x B 0 2 in the above expression is zero, so B B 0 = B 0 , B A a B = 0 . Therefore, by the induction hypothesis, a B 0 = - A B B 0 a B = - B B 0 - 1 A - B a A

For each m > k the number of m-subsets B A that contain B 0 is A - k m - k so a B 0 = - a A m = k + 1 A A - k m - k - 1 A - m = - a A m = k A A - k m - k - 1 A - m - - 1 A - k = - a A 1 - 1 A - k - - 1 A - k = - 1 A - k a A

Establishing the result for subsets of cardinality k . Thus for our choice of A the above identity is a A B A - 1 A - B x B 2 = B A - 1 A - B x B 2 = 0 , and we obtain the desired conclusion by dividing by a A 0 . ▪

Lemma4.2:

Let H be a normed space. If for some A θ the identity

B A - 1 A - B x B 2 = 0

holds in H , then H is an inner product space.

Proof:

WLOG assume that A = n ¯ for some 3 n . If n = 3 our hypothesis (after renaming variables) coincides with the identity (1) from which we obtain identity (2) by replacing z by - y . The existence of inner product then follows from the Jordan and von Neumann result.

If n > 3 , Let x , y H and t R be arbitrary. The substitution

x 1 x and x k t y for 2 k n

in the identity in the statement of the lemma, yields

(18)
j = 0 n - 1 n - 1 j - 1 n - j x + j t y 2 = 0

Indeed, for 1 B and B = j + 1 , the above substitution transforms - 1 A - B x B 2 into - 1 n - j - 1 x + j t y 2 .

Thus,

(19)
1 B A - 1 A - B x B 2 = j = 0 n - 1 - 1 n - j - 1 n - 1 j x + j t y 2

For 1 B , we have x B = B t y . Thus, since there are n - 1 j j-subsets of A that don’t contain 1 1 B A - 1 A - B x B 2 = t 2 y 2 j = 0 n - 1 - 1 n - j j 2 n - 1 j

Using the identities j n - 1 j = n - 1 n - 2 j - 1 a n d j ( j - 1 ) n - 1 j = n - 1 ( n - 2 ) n - 3 j - 2 , we get that the last sum is t 2 y 2 n - 1 j = 1 n - 1 - 1 n - j n - 2 j - 1 + n - 1 ( n - 2 ) j = 1 n - 1 - 1 n - j n - 3 j - 2 = - n - 1 t 2 y 2 1 - 1 n - 2 + n - 1 ( n - 2 ) t 2 y 2 1 - 1 n - 3 = 0

Thus, 0 = - B A - 1 A - B x B 2 = j = 0 n - 1 - 1 n - j n - 1 j x + j t y 2

Fix x and y . The function g t = x + t y 2 is continuous since if K is a number such that s , t K , then g t - g s is bounded above by | x + t y 2 - x + s y 2 | 2 | s - t | y x + K y

The sum j = 0 n - 1 - 1 n - j n - 1 j g r + j s

is just j = 0 n - 1 - 1 n - j n - 1 j x + r + j s y 2 = j = 0 n - 1 - 1 n - j n - 1 j x 1 + j s y 2 where x 1 = x + r y which is zero by (18) so, by Lemma 1.1, g is a polynomial. Since for k > 2 , lim t g t t k lim t 1 t k x + t y 2 = lim t 1 t k - 2 1 t 2 x + y 2 = 0

the degree of g is at most 2 . Thus, g t = A + B t + C t 2

we have, A = g 0 = x 2 and C = l i m t g t t 2 = lim t x t + y 2 = y 2 .

Thus, | | x + t y | | 2 = g ( t ) = | | x | | 2 + B t + | | y | | 2 t 2

and x + y | | 2 + x - z | | 2 = g 1 + g - 1 = 2 x | | 2 + 2 y | | 2

Since x , y H were arbitrary, by Jordan and von Neumann result, the norm is induced by an inner product. ▪

The following result follows directly from Lemmas 4.1, and Lemma 4.2.

Theorem 4.3:

Let H be a normed space. If an identity of the form B n ¯ c B x B 2 = 0 holds in H with the c B 0 for some B , then the norm is given by an inner product.

Corollary 4.5:

Let H be a normed space. The norm on H is given by an inner product if and only if any of any of the identities in Lemmas 3.1 or 3.2 or Corollary 3.5 hold.

Proof:

If H is an inner-product space, then the identities hold by the Lemmas in which they occur. If, on the other hand, any of these identities hold then by Theorem 4.3, H is an inner-product space.▯

5

5 Discussion and Conclusion

In this paper an algorithm is given for testing the validity of a class of norm identities in inner-product spaces. The algorithm can be utilized in discovering some new identities in inner-product spaces, as illustrated the generalization of the parallelepiped law. It can also be used in verifying the validity, in inner-product spaces, of given identities, as illustrated by several examples. It was also shown that identities verified by the algorithm will hold in a normed space only if the norm is given by an inner-product. Thus, the algorithm can be used to generate tests for the existence of an inner-product underlying a given norm as was illustrated by several tests given in the paper.

Disclosure of funding

None.

Acknowledgment

The author would like to thank the reviewer for suggesting the more general and elegant alternative to Frechet’s lemma.

Declaration of Competing Interest

The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.

References

  1. , . Characterization of Inner Product Spaces by Strongly Schur-Convex Functions. RM. 2020;75:72.
    [CrossRef] [Google Scholar]
  2. , . Characterizations of inner product spaces. Birkhäuser Verlag; .
  3. , . 2004. Inner product spaces and minimal values of functionals. J. Mathemat. Anal. Appl.. 2004;298(1):106-113.
    [Google Scholar]
  4. , , . A characterization of inner product spaces related to the p-angular distance. J. Mathemat. Anal. Appl.. 2010;371(2):677-681.
    [Google Scholar]
  5. , . Sur la definition axiomatique d’une classe d’espaces vectorials distanciés applicables vectoriellement sur l’espaces de Hilbert. Ann. Mathemat. Second Ser.. 1935;36(3):70-78.
    [Google Scholar]
  6. , ed. Inner Product Structures. Dordrecht: Springer Netherlands; .
  7. , , . On inner products in linear, metric spaces. Ann. Mathemat. Second Ser.. 1935;36(3):719-730.
    [Google Scholar]
  8. , , . 2003. On some characterizations of inner product spaces. J. Mathemat. Anal. Appl.. 2003;282(1):369-382.
    [Google Scholar]
  9. , . Banach spaces which satisfy linear identities. Pacific Jour. Math.. 1978;74(1978):221-233.
    [Google Scholar]
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