In order to verify if a given matrix is a Linear Transformation

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SUMMARY

The discussion centers on verifying whether a given matrix represents a linear transformation from Rn to Rm. Participants emphasize the necessity of demonstrating closure under addition and scalar multiplication, specifically through the properties L(x + y) = L(x) + L(y) and L(cx) = cL(x). The example provided illustrates how to show that the transformation spans Rm using vector columns, confirming that the matrix indeed qualifies as a linear transformation.

PREREQUISITES
  • Understanding of linear transformations in vector spaces
  • Familiarity with matrix operations and properties
  • Knowledge of vector spanning in Rm
  • Basic concepts of scalar multiplication in linear algebra
NEXT STEPS
  • Study the properties of linear transformations in detail
  • Learn how to prove closure under addition and scalar multiplication
  • Explore the concept of spanning sets in vector spaces
  • Investigate examples of linear transformations using matrices
USEFUL FOR

Students studying linear algebra, educators teaching vector spaces, and anyone interested in understanding the properties of linear transformations and matrix representations.

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Homework Statement



I know I am suppose to show that the matrix is closed under addition and multiplication properties, but is it POSSIBLE for me to show that the vector columns can be spanned in the given R^m (assume that the Linear Transformation happens from R^n -> R^m) ?

For example,

[x + y]
[ x ].

This is a linear transformation becausex[1] + y[1]
[1] [0] =span([1] [1])
[1], [0]Can I do this?

Homework Equations


The Attempt at a Solution

 
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What you showed was difficult to comprehend, so I added code tags to preserve your formatting.
number0 said:

Homework Statement



I know I am suppose to show that the matrix is closed under addition and multiplication properties, but is it POSSIBLE for me to show that the vector columns can be spanned in the given R^m (assume that the Linear Transformation happens from R^n -> R^m) ?
To clarify your question, yes it's possible to show that the vector columns span Rm, but why do you want to do this?

If you're supposed to show that the matrix represents a linear transformation, show that L(x + y) = L(x) + L(y), and that L(cx) = cL(x), where L is the linear transformation that represents your matrix, x and y are arbitrary vectors in Rn, and c is a scalar.
number0 said:
For example,
Code:
[x + y]
[  x   ].

This is a linear transformation because

Code:
x[1]   + y[1]
  [1]       [0]   =

Code:
span([1]  [1])
       [1], [0]

Can I do this?

Homework Equations





The Attempt at a Solution

 

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