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Linear Algebra With Applications
Found in: Page 144
Linear Algebra With Applications

Linear Algebra With Applications

Book edition 5th
Author(s) Otto Bretscher
Pages 442 pages
ISBN 9780321796974

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Short Answer

Consider a subspace V in m that is defined by homogeneous linear equations

|a11x1+a12x2++a1mxm=0a21x1+a22x2++a2mxm=0                                                              an1x1+a22x2++anmxm=0|.

What is the relationship between the dimension of Vand the quantity m-n

? State your answer as an inequality. Explain carefully.

A subspace V of m has dimension at least mn.

See the step by step solution

Step by Step Solution

Step 1: To mention given data and recall the theorem 3.3.7

We have the subspace V of m defined by n homogeneous linear eqautions,

role="math" localid="1660126682574" a11x1+a12x2++a1mxm=0a21x1+a22x2++a2mxm=0                                                            an1x1+an2x2++anmxm=0,

Therefore, V can be written as

V=ker(A), where A is an n×m matrix A=[aij] .

Suppose the column vector be x1x2xm .

Theorem 3.3.7, is stated as follows:

For any n×m matrix A, the equation,

dim(ker(A))+dim(im(A))=m .

Step 2: To find the relationship between the dimension V and m-n 

We have the rank of A rank(A)n.

Thus, by Theorem 3.3.7, we have,

dim(V)=dim(ker(A))=mrank(A)mn

dim(V)mn

.

Hence, a subspace V of m has dimension at least mn.

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