Inner product Definition and 312 Threads

In mathematics, an inner product space or a Hausdorff pre-Hilbert space is a vector space with a binary operation called an inner product. This operation associates each pair of vectors in the space with a scalar quantity known as the inner product of the vectors, often denoted using angle brackets (as in




a
,
b



{\displaystyle \langle a,b\rangle }
). Inner products allow the rigorous introduction of intuitive geometrical notions, such as the length of a vector or the angle between two vectors. They also provide the means of defining orthogonality between vectors (zero inner product). Inner product spaces generalize Euclidean spaces (in which the inner product is the dot product, also known as the scalar product) to vector spaces of any (possibly infinite) dimension, and are studied in functional analysis. Inner product spaces over the field of complex numbers are sometimes referred to as unitary spaces. The first usage of the concept of a vector space with an inner product is due to Giuseppe Peano, in 1898.An inner product naturally induces an associated norm, (




|

x

|



{\displaystyle |x|}
and




|

y

|



{\displaystyle |y|}
are the norms of



x


{\displaystyle x}
and



y


{\displaystyle y}
in the picture), which canonically makes every inner product space into a normed vector space. If this normed space is also a Banach space then the inner product space is called a Hilbert space. If an inner product space



(
H
,




,




)


{\displaystyle (H,\langle \,\cdot \,,\,\cdot \,\rangle )}
is not a Hilbert space then it can be "extended" to a Hilbert space




(



H
¯


,




,







H
¯




)

,


{\displaystyle \left({\overline {H}},\langle \,\cdot \,,\,\cdot \,\rangle _{\overline {H}}\right),}
called a completion. Explicitly, this means that



H


{\displaystyle H}
is linearly and isometrically embedded onto a dense vector subspace of





H
¯




{\displaystyle {\overline {H}}}
and that the inner product







,







H
¯





{\displaystyle \langle \,\cdot \,,\,\cdot \,\rangle _{\overline {H}}}
on





H
¯




{\displaystyle {\overline {H}}}
is the unique continuous extension of the original inner product







,






{\displaystyle \langle \,\cdot \,,\,\cdot \,\rangle }
.

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  1. G

    Developing Inner Product in Polar Coordinates via metric

    Hey all, I've never taken a formal class on tensor analysis, but I've been trying to learn a few things about it. I was looking at the metric tensor in curvilinear coordinates. This Wikipedia article claims that you can formulate a dot product in curvilinear coordinates through the following...
  2. M

    How to Prove an Inequality Involving a Hermitian Negative Definite Matrix?

    Let x be in R^n and Q in Mat(R,n) where Q is hermitian and negative definite. Let (.,.) be the usual euclidian inner product. I need to prove the following inequality: (x,Qx) <= a(x,x) where "a" is the maximum eigenvalue of Q. Any idea?
  3. C

    Sup norm and inner product on R2

    Homework Statement Show that the sup norm on R2 is not derived from an inner product on R2. Hint: suppose <x,y> is an inner product on R2 (not the dot product) and has the property that |x|=<x,y>0.5. Compute <x±y, x±y> and apply to the case x=e1, y=e2.Homework Equations |x|=<x,y>0.5 I've...
  4. B

    Complex conjugate on an inner product

    Homework Statement Consider the set ##C^2= {x=(x_1,x_2):x_1,x_2 \in C}##. Prove that ##<x,y>=x_1 \overline{y_1}+x_2 \overline{y_2}## defines an inner product on ##C^2## Homework Equations The Attempt at a Solution ##<,y>=\overline {<y,x>}## ##= \overline {y_1x_1} +...
  5. T

    Linear Algebra: Linearity of inner product

    Homework Statement An inner product is linear in both components. Homework Equations <x,y> = <conjugate(y),conjugate(x)> <x+y,z> = <x,z> +<y,z> The Attempt at a Solution I thought it was true . It is obvious that it is linear for the first component by definition Attempt to show...
  6. L

    Weinberg QFT - Inner product relations, Standard momentum, Invariant integrals

    Weinberg in his 1st book on QFT writes in the paragraph containing 2.5.12 that we may choose the states with standard momentum to be orthonormal. Isn't that just true because the states with any momentum are chosen to be orthonormal by the usual orthonormalization process of quantum mechanics...
  7. F

    Maximum inner product between two orthgonal vectors (in standard dot procut))

    Hello buddies, Here is my question. It seems simple but at the same time does not seem to have an obvious answer to me. Given that you have two vectors \mathbf{u},\mathbf{v}. They are orthogonal \mathbf{u}^T\mathbf{v}=0 by standard dot product definition. They have norm one...
  8. A

    Whats difference between inner product and dot product?

    i m really confused..please explain with a physical example so that I can learn the application of it
  9. H

    Find the inner product of the Pauli matrices and the momentum operator?

    Homework Statement Show that the inner product of the Pauli matrices, σ, and the momentum operator, \vec{p}, is given by: σ \cdot \vec{p} = \frac{1}{r^{2}} (σ \cdot \vec{r} )(\frac{\hbar}{i} r \frac{\partial}{\partial r} + iσ \cdot \vec{L}), where \vec{L} is the angular momentum operator and...
  10. I

    Finding an orthogonal complement without an explicitly defined inner product

    Homework Statement P5 is an inner product space with an inner product. We applied the Gram Schmidt process to the basis {1,x,x^2,x^3,x^4} and obtained the following result. {f1,f2,f3,f4,x^4+2} What is the orthogonal complement of P3 in P5 with respect to this inner product?Homework Equations...
  11. O

    Is Every Norm on a Finite-Dimensional Vector Space Induced by an Inner Product?

    On a finite-dimensional vector space over R or C, is every norm induced by an inner product? I know that this can fail for infinite-dimensional vector spaces. It just struck me that we never made a distinction between normed vector spaces and inner product spaces in my linear algebra course...
  12. B

    Hilbert Spaces: Inner Product on R^3

    I have just realized that I accidently put it in wrong sub forum. This should be in 'calculus and beyond'. Homework Statement Prove the function <x,y>=x_1y_1+x_2y_2+x_3y_3 defines an inner product space on the real vector space R^3 where x=(x1,x2,x3) and y=(y1,y2,y3)The Attempt at a Solution...
  13. P

    Showing a Norm is not an Inner Product

    Show the taxicab norm is not an IP. taxicab norm is v=(x_{1}...x_{n}) then ||V||= |x_{1}|+...+|x_{n}|) I was thinking about using the parallelogram law but I would get this nasty...
  14. S

    Vector space or inner product space - ambiguous

    Sometimes the way authors write a book makes you wonder if they are at their wits' end: 'A vector space with an inner product is an inner product space!' I am not sure if I have gone crazy but to me it is obvious that if you have a vector space wrapped up in a nice gift basket and sent off to...
  15. C

    Show that a bilinear form is an inner product

    Hi, I have a bilinear form defined as g : ℝnxℝn->ℝ by g(v,w) = v1w1 + v2w2 + ... + vn-1wn-1 - vnwn I have to show that g is an inner product, so I checked that is bilinear and symmetric, but how to show that it's nondegenerate too?
  16. J

    Calculating a metric from a norm and inner product.

    I typed the problem in latex and will add comments below each image. The supremum of |1 - x| seems dependent on the interval [a, b]. For instance, if [a, b] = [-500, 1], then 501 is the supremum of |1 - x|. But if [a, b] = [-1, 500], then 499 is the supremum of [1 - x]. So what should I...
  17. S

    Determine whether it's an inner product on R^3

    Homework Statement Let u = (u1, u2, u3) and v = (v1, v2, v3) Determine if it's an inner product on R3. If it's not, list the axiom that do not hold. Homework Equations the 4 axioms to determine if it's an inner product are (all letters representing vectors) 1. <u,v> = <v,u> 2...
  18. R

    Inner product with maximally entangled state

    Consider the maximum inner product of a density operator with a maximally entangled state. (So, given a density operator, we're maximizing over all maximally entangled states.) I'm pretty sure the minimum value (a lower bound on the maximum) for this is 1/n2, using the density operator 1/n2...
  19. F

    Why the inner product of two orthogonal vectors is zero

    Why is the inner product of two orthogonal vectors always zero? For example, in the real vector space R^n, the inner product is defined as ||a|| * ||b|| * cos(theta), and if they are orthogonal, cos(theta) is zero. I can understand that, but how does this extend to any euclidean space?
  20. C

    Why must inner product spaces be over the field of real or complex numbers?

    Friedberg's Linear Algebra states in one of the exercises that an inner product space must be over the field of real or complex numbers. After looking at the definition for while, I am still having trouble seeing why this must be so. The definition of a inner product space is given as follows...
  21. L

    Inner product space and orthonormal basis.

    Homework Statement Assume the inner product is the standard inner product over the complexes. Let W= Spanhttp://img151.imageshack.us/img151/6804/screenshot20111122at332.png Find an orthonormal basis for each of W and Wperp.. The Attempt at a Solution Obviously I need to use Gram-Schmidt...
  22. D

    Can the Cross Product be Generalized Using the Dot Product?

    I know the cross product and dot product of euclidean space R^3. But I wanted to know if there is a way of thinking the cross product "in terms of" the dot product. That is because the dot product can be generalized to an inner product, and from R^3 to an arbitrary inner vector space (and...
  23. D

    Find a monic polynomial orthogonal to all polynomials of lower degrees.

    Space of continuous functions. Inner product <f,g>=\int_{-1}^{1}f(x)g(x)dx. Find a monic polynomial orthogonal to all polynomials of lower degrees. Taking a polynomial of degree 3. x^3+ax^2+bx+c Need to check \gamma, x+\alpha, x^2+\beta x+ \lambda \int_{-1}^{1}(\gamma...
  24. L

    Inner product space of continuous function

    Homework Statement C[a,b] is a vector space of continuos real valued functions. for f,g in C[a,b] <f,g>=∫f(x)g(x)dx, [a,b] Give a completely rigorous proof that if <f,f>=0, then f=0 2. The attempt at a solution I tried to prove this by contrapositive, "f≠0 implies that <f,f>≠0 When...
  25. N

    Inner Product Space Homework: Is <f(t)|g(t)> an Inner Product?

    Homework Statement Is the following an inner product space if the functions are real and their derivatives are continuous: <f(t)|g(t)> = \int_0^1 f'(t)g'(t) + f(0)g(0) Homework Equations I was able to prove that it does satisfy the first 3 conditions of linearity and that...
  26. D

    How do I integrate trigonometric functions raised to even powers?

    Inner product: \displaystyle <f,g>=\frac{1}{\pi}\int_{-\pi}^{\pi}fg \ dx=\begin{cases}0 & \ \text{if} \ f=g\\1 & \ \text{if} \ f\neq g\end{cases} Basis: \displaystyle\left\{\frac{1}{\sqrt{2}},\cos\theta, \sin\theta,\cdots\right\} I am trying to remember how to integrals of the form...
  27. W

    Inner product of vectors and covectors

    I'm struggling with the meaning of inner products between vectors and covectors. Consider dual space V^{\ast} of an inner product space V over field K, with linear forms \vec{v}\:^{\ast}\in V^{\ast} \vec{v}\:^{\ast}:V\rightarrow K:\vec{w}\rightarrow\left<\vec{v},\vec{w}\right> In...
  28. U

    Understanding the Complex Inner Product: Definition and Importance

    When studying complex numbers/vectors/functions and so forth you constantly encounter the idea of an inner product of two quantities (numbers/vectors/functions). It's represented as A*B is the inner product of two of these, but I've never been convinced why it couldn't also be AB*, as this is...
  29. U

    Hermitian Operator in Inner Product

    Homework Statement \int d^{3} \vec{r} ψ_{1} \hat{A} ψ_{2} = \int d^{3} \vec{r} ψ_{2} \hat{A}* ψ_{1} Hermitian operator A, show that this condition is equivalent to requiring <v|\hat{A}u> = < \hat{A}v|u> Homework Equations I changed the definitions of ψ into their bra-ket forms...
  30. P

    Norm of V in ℂ^n Using Inner Product

    Using the standard inner product in ℂ^n how would I calculate the norm of: V= ( 1 , i ) , where this is a 1 x 2 matrix
  31. T

    Verifying Inner Product Space: q(x)e^-(x^2/2)

    Hi everyone! I would like to ask how would you verify if functions form an inner product space? For example, if one has functions of the form q(x)e^-(x^2/2) where q(x) is a polynomial of degree < N in x, on the interval -∞ < x < ∞. Also, how would you specify the dimension of the space, if it...
  32. S

    Inner Product Proof on Square Integrable Functions

    Homework Statement Consider the linear space S, which consists of square integrable continuous functions in [0,1]. These are continuous functions x : [0,1] -> R such that the integral is less than infinity. Homework Equations Show that the operation ∫x(t)y(y)dt at [0,1] is an inner product...
  33. D

    Inner product orthogonal vectors

    Homework Statement Let R4 have the Euclidean inner product. Find two unit vectors that are orthogonal to the three vectors u = (2, 1, -4, 0) ; v = (-1, -1, 2, 2) ; w = (3, 2, 5, 4) Homework Equations <u, v> = u1v1 + u2v2 + u3v3 + u4v4 = 0 {orthogonal} The Attempt at a Solution...
  34. D

    Inner product generated by matrix

    Homework Statement Find d(u, v), where the inner product is defined by the matrix [1 2] [-1 3] and u = (-1, 2), v = (2, 5) Homework Equations <u, v> = Au . Av d(u, v) = abs(u - v) The Attempt at a Solution I first tried to find the resulting inner product from the...
  35. L

    Is inner product a measurement in quantum computation?

    Hams and Raedt gave a quantum computational algorithm to calculate the density of states of a spin system. Starting with an initial random state, they obtain the time evolution of the state. Later they take the inner product of the evolved state with the initial state. How does the inner...
  36. J

    How can the inner product of two signals be calculated?

    Homework Statement Hi suppose you're given two signals for example x_{1}(t) = cos(3 \omega_{0} t) x_{2}(t) = cos(7 \omega_{0} t) and you want to find out the inner product Homework Equations The Attempt at a Solution I mean, it's an integral right? But what will the boundaries be...
  37. J

    Understanding the Linearity Test for Inner Products

    In one of my tutorial problems, I was asked to verify if the following function is a valid inner product <x,y>= x1x2 + y1y2 Note, x=(x1,x2)^{T} and y=(y1,y2)^{T} where T means transpose of the matrix The tutor said to us the answer is no because it fails the linearity test Does...
  38. S

    Linearity and Orthogonality of Inner Product in Vector Space H

    Homework Statement Denote the inner product of f,g \in H by <f,g> \in R where H is some(real-valued) vector space a) Explain linearity of the inner product with respect to f,g. Define orthogonality. b) Let f(x) and g(x) be 2 real-valued vector functions on [0,1]. Could the inner product be...
  39. B

    Does the Chain Rule Apply to Derivatives of Inner Products?

    I am trying to take the derivative of an inner product (in the most general sense over L^2), and was curious if the derivative follows the "chain rule" for inner products. i.e. Does D_y(<f,g>) = <D_y(f),g> + <f,D_y(g)> where D_y is the partial derivative w.r.t. y. So for example...
  40. T

    Electric & Magnetic fields - inner product

    I have read that the electric and magnetic fields are always "perpendicular". Is that true? And if so, does that mean the inner product of the two vectors is zero? E_x * B_x + E_y * B_y + E_z * B_z = 0 ? Also, is there any special meaning in electrodynamics to the quantity: | B |^2...
  41. B

    What is an inner product and how can it be verified for polynomials?

    [-1]int[1]P(x)Q(x)dx P,Q\inS verify that this is an inner product.
  42. M

    Diagonalizability dependent on nullity and inner product?

    Hello everyone! I am doing some work involves proving that a matrix A (A=U(V^T)) is diagonalizable. In this situation, U and V are non zero vectors in R^n. So far, I have proven that U is an eigenvector for A, and that the corresponding eigenvalue is the inner product of U and V ((U^T)V)...
  43. B

    Is a Matrix Zero if Its Inner Product with All Vector Combinations Equals Zero?

    if A \in C nxn,show that (x,Ay)=0 for all x,y \in C[n], then A=0 (x,Ay) denote standard inner product on C[n]
  44. WannabeNewton

    Inner product of parallel transported vectors along a curve

    Homework Statement Given that the vectors \underset{A}{\rightarrow} and \underset{B}{\rightarrow} are parallel transported along a curve: \triangledown _{\underset{l}{\rightarrow}}A = 0 \triangledown _{\underset{l}{\rightarrow}}B = 0 Show that g(A,B) = constant along the curve Homework...
  45. T

    Difference between Inner Product and Dot Product

    Could someone explain me the difference between the inner product and the dot product? Thanks all
  46. R

    What does it mean that inner product is bilinear and non-singular

    Homework Statement Hello everyone! I am reading abour Poincares duality between 2 cohomology groups and here comes an inner product defined as \left\langle \omega, \eta\right\rangle \equiv \int_{M}\omega \wedge \eta and then the author of my book says ''The product is bilinear and...
  47. R

    Prove two non-degenerate inner product spaces (Rn and R(p, n-p)) are isomorphic

    Homework Statement Prove that any non-degenerate inner product on \mathbb{R}^{n} is, as a non-degenerate inner product space, isomorphic to \mathbb{R}^{p, n-p} for some 0 \le p \le n. Homework Equations The non-degenerate inner product on \mathbb{R}^{p, n-p} is defined as...
  48. M

    Real Analysis proof (inner product)

    Hello all, I am having trouble showing that the operation defined by f*g(f of g)= Integral[from a to b]f(x)g(x) is an inner product. I know it must fulfill the inner product properties, which are: x*x>=0 for all x in V x*x=0 iff x=0 x*y=y*x for all x,y in V x(y+z)=x*z+y*z...
  49. P

    Adjoint of Inner Product Space Question

    Homework Statement Suppose T is in the set of linear transformations on an inner product space V and lamba is in F, the scalar field of V. Prove that lamda is an eigenvalue of T iff lamda_bar (the conjugate) is an eigenvalue of T*, the adjoint of T. Homework Equations Using []...
  50. Q

    Why Define Inner Products for Complex Vector Spaces Using Complex Conjugation?

    What is the motivation behind defining the inner product for a vector space over a complex field as <v,u> = v1*u1 + v2*u2 + v3*u3 where * means complex conjugate as opposed to just <v,u> = v1u1 + v2u2 + v3u3 They both give you back a scalar. The only reason I can see is the special case for...
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