1. Quiz 11
Let V be a finite dimensional vector space over R. A linear functional on V is a linear map ϕ : V → R. The set of all linear functionals on V forms a vector space over R denoted by V∗.
(1) Let ϕ, ψ ∈ V∗. The tensor product of ϕ and ψ is a function ϕ ⊗ ψ : V × V = V2 → R
defined by (ϕ⊗ψ)(v, w) = ϕ(v)ψ(w) for (v, w) ∈ V2. Prove that ϕ⊗ψ is a R-bilinear form on V × V.
(2) The set of all bilinear forms on V is denoted by T2(V ). Prove that T2(V ) forms a real vector space. (We call T2(V ) the space of 2-tensors on V.)
(3) Let {ϕ1, · · · , ϕn} be a basis for V (in other words, we assume that dim V = n). Prove that {ϕi⊗ ϕj : 1 ≤ i < j ≤ n} forms a basis for T2(V ). Therefore dim T2(V ) = n2. (4) Let ϕ, ψ ∈ V∗. We define the wedge product of ϕ and ψ by
(ϕ ∧ ψ) = ϕ ⊗ ψ − ψ ⊗ ϕ ∈ T2(V ).
Prove that ϕ ∧ ψ : V × V → R is a skew-symmetric bilinear form and that (ϕ ∧ ψ)(v, w) =
ϕ(v) ϕ(w) ψ(v) ψ(w) . Also prove that ψ ∧ ψ = 0 for any ψ ∈ V∗.
(5) The space of skew symmetric bilinear forms on V is denoted by Λ2(V ). Show that Λ2(V ) forms a vector subspace of T2(V ).
(6) Let {ϕ1, · · · , ϕn} be as above a basis for V∗. Show that {ϕi∧ ϕj : 1 ≤ i, j ≤ n}
forms a basis for Λ2(V ). Compute dim Λ2(V ).
(7) Let p be a nonnegative integer. Let ψ1, · · · , ψp ∈ V∗. We define ψ1∧ ψ2∧ · · · ∧ ψp: Vp → R by
(ψ1∧ ψ2∧ · · · ∧ ψp)(v1, · · · , vp) = det(ψi(vj))1≤i,j≤p.
Prove that ψ1∧ ψ2∧ · · · ∧ ψp is alternating p-linear form on V. (Use the property of determinants.)
Remark. A p-linear form f : Vp → R is said to be alternating if for any permutation σ on {1, · · · , p} (a permutation on {1, · · · , p} is a bijection), we have
f (vσ1, · · · , vσp) = (sgn σ)f (v1, · · · , vp).
Here sgn σ = 1 if σ is an even permutation and sgn σ = −1 when σ is an odd permutation.
(8) The space of all alternating p-linear forms on V forms a vector space over R and is denoted by Λp(V ).
(9) Prove that Λp(V ) = 0 when p > n.
(10) Prove that ΛnV is spanned by a single vector ϕ1∧ · · · ∧ ϕn; hence dim ΛnV = 1.
(11) Prove that {ϕi1 ∧ · · · ∧ ϕip : 1 ≤ i1 < i2 < · · · < ip ≤ n} forms a basis for Λp(V ) when 1 ≤ p ≤ n Compute dim Λp(V ).
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