24.03.2013 Views

Canonical Forms Linear Algebra Notes

Canonical Forms Linear Algebra Notes

Canonical Forms Linear Algebra Notes

SHOW MORE
SHOW LESS

Create successful ePaper yourself

Turn your PDF publications into a flip-book with our unique Google optimized e-Paper software.

Note Ei are well defined projections with<br />

range(Ei) = Wi and NEi = Wi<br />

where Wi = W1 ⊕ · · · ⊕ Wi−1 ⊕ Wi+1 ⊕ · · · ⊕ Wk.<br />

Following is a theorem on projections.<br />

6.5 (Theorem) Let V be a finite dimensional vector space over a<br />

field F. Suppose V = W1 ⊕ W2 ⊕ · · · ⊕ Wk be direct sum of subspaces<br />

Wi. Then there are k linear operators E1, . . . , Ek on V such that<br />

1. each Ei is a projection (i. e. E 2 i = Ei).<br />

2. EiEj = 0 ∀ i = j.<br />

3. E1 + E2 + · · · + Ek = I.<br />

4. range(Ei) = Wi.<br />

Conversely, if E1, . . . , Ek are k linear operators on V satisfying all<br />

the conditions (2)-(3) above then Ei is a projection (i.e. (1) holds)<br />

and with Wi = Ei(V ) we have V = W1 ⊕ W2 ⊕ · · · ⊕ Wk.<br />

Proof. The proof is easy and left as an exercise. First, try with<br />

k = 2 operators, if you like.<br />

Homework: page 213, Exercise 1, 3, 4-7, 9.<br />

24

Hooray! Your file is uploaded and ready to be published.

Saved successfully!

Ooh no, something went wrong!