Tuesday, 21 November 2017

linear algebra - Elementary row operations on A don't change the row-space of A



Assume that F is a field. Consider a matrix like AMm,n(F).



If we look at each row of A, as a member of Fn, the subspace produced by rows of A is called the row-space of A.



a) Prove that elementary row operations on A don't change the row-space of A. Then, Conclude that foreach matrix like B, if A,B are row equivalent, then they have the same row-space.



b) Prove that AMn(F) is invertible iff the row-space of it is Fn.




Note : I'm confused with the definitions ... I have no idea how to solve this problem.


Answer



Let v1,,vn denote the rows of A, and let V be the row-space of A. In other words,
V=span{v1,,vn}.
Elementary operations could consist of a permutation of rows, which amount to permuting some vj and vk above; such operation will not change the span of v1,,vn. The same happens with multiplying by a nonzero number: v1,,vn, and v1,,λvk,,vn span the same subspace.



The last kind of elementary operation consists of replacing vk with vk+λvj. In this case, we can write

α1v1++αnvn=α1v1++αk1vk1+αk(vk+λvj)+αk+1vk+1+(αjαkλ)vj++αnvn.
So every linear combination of v1,,vn is also a linear combination of v1,,vn with vk replaced by vk+λvj.



In summary, after doing any elementary operation to v1,,vn, the span doesn't change. It follows directly that if A and B are row equivalent, since the rows of B can be obtained by elementary operations from the rows of A, the spans of their rows are equal.



If A is invertible, then it is row equivalent to I, and so its row space is Fn. Conversely, if the row space of A is Fn, then by writing each of v1,,vn in terms of the canonical basis, we get a recipe to go from I to A by elementary operations, and so A is invertible.


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