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:
Linearity in the first argument: ⟨ax+by,z⟩=a⟨x,z⟩+b⟨y,z⟩, where a,b∈R and x,y,z∈R2.
Symmetry: ⟨x,y⟩=⟨y,x⟩.
Positivity: ⟨x,x⟩≥0 for all x∈R2, with equality if and only if x=0.
Let’s analyze each function:
(a) ⟨x,y⟩=x1y1+x2y2
Linearity: Expanding ⟨ax+by,z⟩:
⟨ax+by,z⟩=⟨(ax1+by1,ax2+by2),z⟩=a(x1z1+x2z2)+b(y1z1+y2z2),
which equals a⟨x,z⟩+b⟨y,z⟩. Linearity holds.
Positivity:
⟨v,v⟩=v12+3v22≥0,
with equality only if v1=v2=0, i.e., v=0. Positivity holds.
This is a valid inner product.
(c) ⟨S,t⟩=4S1t1+4S2t2−S1t2−S2t1
Linearity:
Expanding ⟨aS+bT,t⟩:
⟨aS+bT,t⟩=4(aS1+bT1)t1+4(aS2+bT2)t2−(aS1+bT1)t2−(aS2+bT2)t1,
which simplifies to a⟨S,t⟩+b⟨T,t⟩. Linearity holds.
Symmetry:
⟨S,t⟩=4S1t1+4S2t2−S1t2−S2t1,
but swapping S and t:
⟨t,S⟩=4t1S1+4t2S2−t1S2−t2S1.
These are not equal unless S1t2=S2t1. Symmetry fails.
Positivity:
For S=t, ⟨S,S⟩=4S12+4S22−S1S2−S2S1, which may not always be ≥0 (e.g., when S1 or S2 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:
Can you provide an example of a non-standard valid inner product on R2?
Why does symmetry fail for case (c)?
How does the Cauchy-Schwarz inequality relate to inner products?
Explain why the positivity condition ensures ⟨x,x⟩ represents a "magnitude."
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.