12-240/Classnotes for Thursday October 18: Difference between revisions

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== Linear transformation ==
'''== Linear transformation =='''
Definition: A function L: V-> W is called a linear transformation if it preserve following structures:
'''Definition:''' A function L: V-> W is called a linear transformation if it preserve following structures:


1) L(x + y)= L(x) + L(y)
1) L(x + y)= L(x) + L(y)

2) L(cx)= c.L(x)
2) L(cx)= c.L(x)

3) L(0 of V) = 0 of W
3) L(0 of V) = 0 of W


Proposition:
'''Proposition:'''

1) property 2 => property 3

2) L: V -> W is a linear transformation iff <math>\forall\,\!</math> c <math>\in\,\!</math> F, <math>\forall\,\!</math> x, y <math>\in\,\!</math> V: L(cx + y)= cL(x) + L(y)

'''Proof:
'''
1) take c= 0 in F and x=0 in V. Then L(cx)=cL(x) -> L(0 of F * 0 of V)=(0 of F)*L(0 of V)=0 of W

2)(=>)Assume L is linear transformation

L(cx + y)= L(cx) + L(y)= c*L(x) + L(y)

(<=) 1. Follows from L(c*x+y) = c*L(x)+L(y) by taking c=1
2. Follows by taking y=0

'''Examples'''

1. L: '''R'''^2 -> '''R'''^2 by


2. P,Q: P(F)
1) property 2 leads to property 3
2) L: V -> W is a linear transformation iff <math>\forall\,\!</math> c <math>\in\,\!</math>, <math>\forall\,\!</math> x, y <math>\in\,\!</math> V: L(cx + y)= cL(x) + L(y)
Proof:
1) take c= 0 in F and x=0 in V. Then L(cx)=cL(x) -> L(0 of F . 0 of V)=(0 of F).L(0 of V)=0 of W
2) L(cx + y)= L(cx) + L(y)= c.L(x) + L(y)


== lecture note on oct 18, uploaded by [[User:starash|starash]]==
== lecture note on oct 18, uploaded by [[User:starash|starash]]==

Revision as of 13:31, 2 November 2012

== Linear transformation == Definition: A function L: V-> W is called a linear transformation if it preserve following structures:

1) L(x + y)= L(x) + L(y)

2) L(cx)= c.L(x)

3) L(0 of V) = 0 of W

Proposition:

1) property 2 => property 3

2) L: V -> W is a linear transformation iff c F, x, y V: L(cx + y)= cL(x) + L(y)

Proof: 1) take c= 0 in F and x=0 in V. Then L(cx)=cL(x) -> L(0 of F * 0 of V)=(0 of F)*L(0 of V)=0 of W

2)(=>)Assume L is linear transformation

L(cx + y)= L(cx) + L(y)= c*L(x) + L(y)
  (<=) 1. Follows from L(c*x+y) = c*L(x)+L(y) by taking c=1
       2. Follows by taking y=0

Examples

1. L: R^2 -> R^2 by


2. P,Q: P(F)

lecture note on oct 18, uploaded by starash