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Linear Algebra
Notes 5. Let T be the unique linear operator on C for which
3
T = (1, 0, i), T = (0, 1, 1,) T = (i, 1, 0).
1 2 3
Is T invertible?
7.4 Summary
The properties of linear transformations are important in understanding the properties of
the vector space.
The basis vectors play an important part in the study of linear transformations.
It is also explained that not all transformations are linear.
A linear transformation T from a vector space V to a vector space W, both over the same
field is a mapping of V onto W such that for all , V and for all a, b, F,
( T
(a b )T ( a Τ ) b )
7.5 Keywords
Homomorphism: If every vector of W is in the range of H, H is said to be homomorphism of V
onto W.
Isomorphism: A one-to-one homomorphism H of V onto W is called an isomorphism. If such a
mapping exists, V, and W are said to be isomorphic.
Linear Transformation: If T is a linear transformation of v into w and T is the linear
1 2
transformation of w into z space, then T T is a linear transformation of v into z.
1 2
7.6 Review Questions
1. Let T be a linear transformation on R defined by
3
T(x , x , x ) = (3x , x – x , 2x + x + x )
1 2 3 1 1 2 1 2 3
(a) Is T invertible? If so, find a rule for T like the one which defines T.
–1
(b) Find the value of
2
(T – I) (T – 3I) (x , x , x ).
1 2 3
2. Let C be the complex vector space of 2 × 2 matrices with complex entries. Let
2×2
1 1
B 4 4
and let T be a linear operator on C defined by
2×2
T(A) = BA – AB
for any A C . What is the rank of T?
2×2
3. A transformation T on vector V of a vector space w is defined by
T ( ) A V
V
where the given vector A W and ‘x’ means the vector product. Find
2
V
(T 2 A T ) ( ) .
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