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Linear Algebra, 2020a

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Section III. Nilpotence 427<br />

1.7 Example The transformation π: C 3 → C 3 projecting onto the first two coordinates<br />

⎛<br />

⎜<br />

c ⎞ ⎛ ⎞<br />

1 c 1<br />

⎟<br />

⎝c 2 ⎠ ↦−→<br />

π ⎜ ⎟<br />

⎝c 2 ⎠<br />

c 3 0<br />

has C 3 ⊃ R(π) =R(π 2 )=··· and {⃗0} ⊂ N (π) =N (π 2 )=··· where this is<br />

the range space and the null space.<br />

⎛<br />

⎜<br />

a<br />

⎞<br />

⎛<br />

⎟<br />

⎜<br />

0<br />

⎞<br />

⎟<br />

R(π) ={ ⎝b⎠ | a, b ∈ C} N (π) ={ ⎝0⎠ | c ∈ C}<br />

0<br />

c<br />

1.8 Definition Let t be a transformation on an n-dimensional space. The generalized<br />

range space (or closure of the range space) isR ∞ (t) =R(t n ). The<br />

generalized null space (or closure of the null space) isN ∞ (t) =N (t n ).<br />

This graph illustrates. The horizontal axis gives the power j of a transformation.<br />

The vertical axis gives the dimension of the range space of t j as the<br />

distance above zero, and thus also shows the dimension of the null space because<br />

the two add to the dimension n of the domain.<br />

n<br />

nullity(t j )<br />

dim(N ∞ (t))<br />

0<br />

rank(t j ) ...<br />

dim(R ∞ (t))<br />

0 1 2 j n<br />

On iteration the rank falls and the nullity rises until there is some k such<br />

that the map reaches a steady state R(t k )=R(t k+1 )=R ∞ (t) and N (t k )=<br />

N (t k+1 )=N ∞ (t). This must happen by the n-th iterate.<br />

Exercises<br />

̌ 1.9 Give the chains of range spaces and null spaces for the zero and identity transformations.<br />

̌ 1.10 For each map, give the chain of range spaces and the chain of null spaces, and<br />

the generalized range space and the generalized null space.<br />

(a) t 0 : P 2 → P 2 , a + bx + cx 2 ↦→ b + cx 2<br />

(b) t 1 : R 2 → R 2 ,<br />

( ( a 0<br />

↦→<br />

b)<br />

a)

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