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Ex. 6.1. Define φ

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Linear algebra 2: exercises for Chapter 6

Ex. 6.1. Define φ

i

: R

n

→ R by φ

i

(x

1

, . . . , x

n

) = x

1

+ x

2

+ · · · + x

i

for i = 1, 2, . . . n. Show that φ

1

, . . . , φ

n

is a basis of (R

n

)

, and compute its dual basis of R

n

.

Ex. 6.2. Let V be an n-dimensional vector space, let v

1

, . . . , v

n

∈ V and let φ

1

, . . . , φ

n

∈ V

. Show that det((φ

i

(v

j

))

i,j

) is non-zero if and only if v

1

, . . . , v

n

is a basis of V and φ

1

, . . . , φ

n

is a basis of V

.

Ex. 6.3. Let V be the 3-dimensional vector space of polynomial functions R → R of degree at most 2. In each of the following cases, we define φ

i

∈ V

for i = 0, 1, 2. In each case, indicate whether φ

0

, φ

1

, φ

2

is a basis of V

, and if so, give the dual basis of V .

1. φ

i

(f ) = f (i)

2. φ

i

(f ) = f

(i)

(0), i.e., the ith derivative of f evaluated at 0.

3. φ

i

(f ) = f

(i)

(1) 4. φ

i

(f ) = R

i

−1

f (x)dx

Ex. 6.4. For each positive integer n show that there are constants a

1

, a

2

, . . . , a

n

so that Z

1

0

f (x)e

x

dx =

n

X

i=1

a

i

f (i) for all polynomial functions f : R → R of degree less than n.

Ex. 6.5. Suppose V is a finite dimensional vector space and W is a subspace. Let f : V → V be a linear map so that f (w) = w for w ∈ W . Show that f

T

(v

) − v

∈ W

o

for all v

∈ V

.

Conversely, if you assume that f

T

(v

) − v

∈ W

o

for all v

∈ V

, can you show that f (w) = w for w ∈ W ?

* Ex. 6.6. Let V be a finite-dimensional vector space and let U ⊂ V and W ⊂ V

be subspaces. We identify V and V

∗∗

via α

V

(so W

⊂ V ). Show that

dim(U

∩ W ) + dim U = dim(U ∩ W

) + dim W .

Ex. 6.7. Let φ

1

, . . . , φ

n

∈ (R

n

)

. Prove that the solution set C of the linear inequalities φ

1

(x) ≥ 0, . . . , φ

n

(x) ≥ 0 has the following properties:

1

(2)

1. α, β ∈ C =⇒ α + β ∈ C . 2. α ∈ C, t ∈ R

≥0

=⇒ tα ∈ C.

3. If φ

1

, . . . , φ

n

form a basis of (R

n

)

, then

C = {t

1

α

1

+ . . . + t

n

α

n

: t

i

∈ R

≥0

, ∀i ∈ {1, . . . , n}} , where α

1

, . . . , α

n

is the basis of R

n

dual to φ

1

, . . . , φ

n

.

2

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