Math Problem Statement

Show that the following function defines an inner product on V2(R) where x = (x1, x2) and y = (y1, y2) and ⟨x, y⟩ = 6x1y1 + 7x2y2.

Solution

The problem asks to show that the given function defines an inner product on V2(R)V_2(\mathbb{R}). We are given the following information:

Vectors:

  • x=(x1,x2)x = (x_1, x_2)
  • y=(y1,y2)y = (y_1, y_2)

The function (possibly the candidate inner product) is: x,y=6x1y1+7x2y2\langle x, y \rangle = 6x_1y_1 + 7x_2y_2

To prove this function defines an inner product, we need to verify that it satisfies the following four properties of an inner product:

  1. Bilinearity:

    • Additivity in the first argument: x1+x2,y=x1,y+x2,y\langle x_1 + x_2, y \rangle = \langle x_1, y \rangle + \langle x_2, y \rangle
    • Homogeneity in the first argument: αx,y=αx,y\langle \alpha x, y \rangle = \alpha \langle x, y \rangle
  2. Symmetry: x,y=y,x\langle x, y \rangle = \langle y, x \rangle

  3. Positivity: x,x0\langle x, x \rangle \geq 0

  4. Definiteness: x,x=0    x=0\langle x, x \rangle = 0 \iff x = 0

Let's check each property for the given function.


1. Bilinearity:

  • Additivity: We need to check if (x1+x1,x2+x2),y=x,y+x,y\langle (x_1 + x_1', x_2 + x_2'), y \rangle = \langle x, y \rangle + \langle x', y \rangle Substitute into the given formula for the inner product: (x1+x1,x2+x2),y=6(x1+x1)y1+7(x2+x2)y2\langle (x_1 + x_1', x_2 + x_2'), y \rangle = 6(x_1 + x_1')y_1 + 7(x_2 + x_2')y_2 Expanding: =6x1y1+6x1y1+7x2y2+7x2y2= 6x_1y_1 + 6x_1'y_1 + 7x_2y_2 + 7x_2'y_2 Which simplifies to: =(6x1y1+7x2y2)+(6x1y1+7x2y2)=x,y+x,y= (6x_1y_1 + 7x_2y_2) + (6x_1'y_1 + 7x_2'y_2) = \langle x, y \rangle + \langle x', y \rangle So, additivity holds.

  • Homogeneity: We need to check if: αx,y=αx,y\langle \alpha x, y \rangle = \alpha \langle x, y \rangle Substitute αx=(αx1,αx2)\alpha x = (\alpha x_1, \alpha x_2): αx,y=6(αx1)y1+7(αx2)y2=α(6x1y1+7x2y2)=αx,y\langle \alpha x, y \rangle = 6(\alpha x_1)y_1 + 7(\alpha x_2)y_2 = \alpha(6x_1y_1 + 7x_2y_2) = \alpha \langle x, y \rangle So, homogeneity holds.


2. Symmetry:

We need to check if: x,y=y,x\langle x, y \rangle = \langle y, x \rangle Using the given function: x,y=6x1y1+7x2y2\langle x, y \rangle = 6x_1y_1 + 7x_2y_2 Now compute y,x\langle y, x \rangle: y,x=6y1x1+7y2x2=6x1y1+7x2y2\langle y, x \rangle = 6y_1x_1 + 7y_2x_2 = 6x_1y_1 + 7x_2y_2 Thus, x,y=y,x\langle x, y \rangle = \langle y, x \rangle, so symmetry holds.


3. Positivity:

We need to check if: x,x0\langle x, x \rangle \geq 0 Substitute xx into the given function: x,x=6x12+7x22\langle x, x \rangle = 6x_1^2 + 7x_2^2 Since squares of real numbers are non-negative, 6x12+7x2206x_1^2 + 7x_2^2 \geq 0, so positivity holds.


4. Definiteness:

We need to check if: x,x=0    x=0\langle x, x \rangle = 0 \iff x = 0 From the positivity check, x,x=6x12+7x22\langle x, x \rangle = 6x_1^2 + 7x_2^2. For this to be zero, both terms must be zero: 6x12+7x22=0    x1=0 and x2=06x_1^2 + 7x_2^2 = 0 \implies x_1 = 0 \text{ and } x_2 = 0 Thus, x=0x = 0 is the only solution, so definiteness holds.


Conclusion:

The function x,y=6x1y1+7x2y2\langle x, y \rangle = 6x_1y_1 + 7x_2y_2 satisfies all four properties of an inner product, so it defines an inner product on V2(R)V_2(\mathbb{R}).


Do you need more details or have any questions?

5 Related Questions:

  1. How can inner products be used in geometry to define angles between vectors?
  2. What is the difference between an inner product and a dot product?
  3. How does the concept of an inner product extend to higher-dimensional vector spaces?
  4. Can we define inner products on vector spaces over complex numbers?
  5. What are some applications of inner product spaces in physics or engineering?

Tip:

Always check that the inner product is positive definite, as it's a key property that ensures the inner product gives meaningful geometric interpretations like angles and lengths.

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Math Problem Analysis

Mathematical Concepts

Linear Algebra
Inner Products
Vector Spaces

Formulas

⟨x, y⟩ = 6x1y1 + 7x2y2

Theorems

Bilinearity Property
Symmetry Property
Positivity Property
Definiteness Property

Suitable Grade Level

Undergraduate