Math Problem Statement

Show which of the following functions on R^2 are inner products. Functions are defined as follows: (a) ⟨x, y⟩ = x1y1 + x2y2, (b) ⟨v, w⟩ = v1w1 + 3v2w2, (c) ⟨S, t⟩ = 4S1t1 + 4S2t2 - S1t2 - S2t1.

Solution

To verify whether each given function satisfies the criteria of an inner product, we need to check the following properties of an inner product on R2\mathbb{R}^2:

  1. Linearity in the first argument: ax+by,z=ax,z+by,z\langle ax + by, z \rangle = a\langle x, z \rangle + b\langle y, z \rangle, where a,bRa, b \in \mathbb{R} and x,y,zR2x, y, z \in \mathbb{R}^2.
  2. Symmetry: x,y=y,x\langle x, y \rangle = \langle y, x \rangle.
  3. Positivity: x,x0\langle x, x \rangle \geq 0 for all xR2x \in \mathbb{R}^2, with equality if and only if x=0x = 0.

Let’s analyze each function:


(a) x,y=x1y1+x2y2\langle x, y \rangle = x_1y_1 + x_2y_2

  1. Linearity: Expanding ax+by,z\langle ax + by, z \rangle: ax+by,z=(ax1+by1,ax2+by2),z=a(x1z1+x2z2)+b(y1z1+y2z2),\langle ax + by, z \rangle = \langle (ax_1 + by_1, ax_2 + by_2), z \rangle = a(x_1z_1 + x_2z_2) + b(y_1z_1 + y_2z_2), which equals ax,z+by,za\langle x, z \rangle + b\langle y, z \rangle. Linearity holds.

  2. Symmetry: x,y=x1y1+x2y2=y1x1+y2x2=y,x.\langle x, y \rangle = x_1y_1 + x_2y_2 = y_1x_1 + y_2x_2 = \langle y, x \rangle. Symmetry holds.

  3. Positivity: x,x=x12+x220,\langle x, x \rangle = x_1^2 + x_2^2 \geq 0, with equality only if x1=x2=0x_1 = x_2 = 0, i.e., x=0x = 0. Positivity holds.

This is a valid inner product.


(b) v,v=v12+3v22\langle v, v \rangle = v_1^2 + 3v_2^2

  1. Linearity: Expanding av+bw,z\langle av + bw, z \rangle: av+bw,z=a(v1z1+3v2z2)+b(w1z1+3w2z2),\langle av + bw, z \rangle = a(v_1z_1 + 3v_2z_2) + b(w_1z_1 + 3w_2z_2), which equals av,z+bw,za\langle v, z \rangle + b\langle w, z \rangle. Linearity holds.

  2. Symmetry: v,w=v1w1+3v2w2=w1v1+3w2v2=w,v.\langle v, w \rangle = v_1w_1 + 3v_2w_2 = w_1v_1 + 3w_2v_2 = \langle w, v \rangle. Symmetry holds.

  3. Positivity: v,v=v12+3v220,\langle v, v \rangle = v_1^2 + 3v_2^2 \geq 0, with equality only if v1=v2=0v_1 = v_2 = 0, i.e., v=0v = 0. Positivity holds.

This is a valid inner product.


(c) S,t=4S1t1+4S2t2S1t2S2t1\langle S, t \rangle = 4S_1t_1 + 4S_2t_2 - S_1t_2 - S_2t_1

  1. Linearity: Expanding aS+bT,t\langle aS + bT, t \rangle: aS+bT,t=4(aS1+bT1)t1+4(aS2+bT2)t2(aS1+bT1)t2(aS2+bT2)t1,\langle aS + bT, t \rangle = 4(aS_1 + bT_1)t_1 + 4(aS_2 + bT_2)t_2 - (aS_1 + bT_1)t_2 - (aS_2 + bT_2)t_1, which simplifies to aS,t+bT,ta\langle S, t \rangle + b\langle T, t \rangle. Linearity holds.

  2. Symmetry: S,t=4S1t1+4S2t2S1t2S2t1,\langle S, t \rangle = 4S_1t_1 + 4S_2t_2 - S_1t_2 - S_2t_1, but swapping SS and tt: t,S=4t1S1+4t2S2t1S2t2S1.\langle t, S \rangle = 4t_1S_1 + 4t_2S_2 - t_1S_2 - t_2S_1. These are not equal unless S1t2=S2t1S_1t_2 = S_2t_1. Symmetry fails.

  3. Positivity: For S=tS = t, S,S=4S12+4S22S1S2S2S1\langle S, S \rangle = 4S_1^2 + 4S_2^2 - S_1S_2 - S_2S_1, which may not always be 0\geq 0 (e.g., when S1S_1 or S2S_2 are negative). Positivity fails.

This is not a valid inner product.


Conclusion:

  • (a) and (b) are valid inner products.
  • (c) is not a valid inner product.

Would you like a detailed explanation of any specific step or concept?

Here are 5 related questions for practice:

  1. Can you provide an example of a non-standard valid inner product on R2\mathbb{R}^2?
  2. Why does symmetry fail for case (c)?
  3. How does the Cauchy-Schwarz inequality relate to inner products?
  4. Explain why the positivity condition ensures x,x\langle x, x \rangle represents a "magnitude."
  5. How can inner products be generalized to complex vector spaces?

Tip: Always verify symmetry and positivity carefully; these are common points of failure in inner product verification.

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Math Problem Analysis

Mathematical Concepts

Linear Algebra
Inner Product Spaces
Vector Spaces

Formulas

⟨x, y⟩ = x1y1 + x2y2
⟨v, w⟩ = v1w1 + 3v2w2
⟨S, t⟩ = 4S1t1 + 4S2t2 - S1t2 - S2t1

Theorems

Inner Product Properties: Linearity, Symmetry, Positivity

Suitable Grade Level

Undergraduate (Introductory Linear Algebra)