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Unit 6: Computation Concerning Subspaces
Given the vectors , row-reduction is a straightforward method of determining the integers Notes
i
r, k ,...,k and the scalars R which give the description of the subspace spanned by ,..., .
1 r ij 1 m
The question of whether = (b ,...,b ) is a linear combination of the , and if so, what the
1 n i
scalars x are, can also be looked at by asking whether the system of equations
i
m
A x i b j , j 1,...,n
ij
i 1
has a solution and what the solutions are.
The unit helps in finding an invertible matrix P such that the co-ordinates of a vector in
the two system of basis and ’ are related by the relation X = PX’ for every basis .
6.4 Keywords
Basis of the Subspace: The basis of the subspace W is found by the row vectors of R. So one can
test whether a vector belongs to W or not.
Row Reduction of a Matrix: The row reduction of a matrix A helps whether a set of vectors ,
1
, form a basis by forming the matrix A with row vectors and finding its rank.
2 3
6.5 Review Questions
1. Let = (u , u ,...,u ) and ’ = (v , v , v ,..,v ) be two bases of a vector space V. Show that the
1 2 n 1 2 3 n
base change matrix P is uniquely determined by the two bases and ’ and is an invertible
matrix.
2. Solve completely the system of equations AX = 0 and AX = B, where
1 1 0 1
A 1 0 1 and B 1
1 1 1 1
Answers: Self Assessment
a b a b a b
)
i
i
1. (1 2 ), (1 2 ) (7i 1) ic , (3 i (6 i ) c (1 i )
5 5 5 5 5
2. ,
6.6 Further Readings
Books Kenneth Hoffman and Ray Kunze, Linear Algebra
I.N. Herstein, Topics in Algebra
Michael Artin, Algebra
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