Is it true that vector spaces are defined to check if system of linear equations is solvable or not?

Olivia Vasquez

Olivia Vasquez

Answered question

2022-02-22

Is it true that vector spaces are defined to check if system of linear equations is solvable or not?
Explanation: Goal is to solve system of linear equations.
In matrix form: X=b. As A=[C1C2Cn], where Cn is a column and x=[x1x2xn].
Therefore, C1x1+c2x2++Cnxn=b. Linear combination of column vectors produce vector b.
Because of above statement (linear combination) we choose a set of vectors that have closure under addition and scalar multiplication (closure under linear combination) and call that set of vectors a vector space. Now, if vector b lies in that set of vectors (vector space) then only system of linear equations is solvable.

Answer & Explanation

Kwame Malone

Kwame Malone

Beginner2022-02-23Added 5 answers

Vector spaces are the appropriate context for studying linear transformations. A transformation T is linear if its maps a linear combination of two elements from its domain to a linear combination of the individual images of the two elements.
More formally T is linear if T(pa+qb)=pT(a+qT(b). Less formally, we can say that T is linear if its preserves straight lines i.e. the image of a straight line in its domoan is always a straight line in its range.
Vector spaces introduce just the right amount of structure to allow us to define and study concepts such as straight lines, linear combinations, linear transformations and linear equations. They do not introduce any unnecessary structure such as distances, angles, limits, differentiation/integration etc.
Many physical phenomena are represented (or at least approximated) by linear models. So vector spaces are important in the physical sciences as well as being interesting in themselves.
ushukela7wb

ushukela7wb

Beginner2022-02-24Added 3 answers

The resolution of the systems of linear equations is one of the main goal but of course there are many others applications (i.e. least squares, dynamical systems, image compression, etc,.).

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