Linear Transformations Rn->Rm Question

Click For Summary
SUMMARY

The discussion centers on the linear transformation T: Rn to Rm defined by T(x,y) = (2x,y). Participants analyze the proof of linearity using the properties of vector addition and scalar multiplication. The transformation is confirmed to be linear by demonstrating that T(u+v) = T(u) + T(v) holds true for vectors u and v, represented as (x1,y1) and (x2,y2). However, the proof is noted to be incomplete as it initially omits the verification of the scalar multiplication condition T(cu) = cT(u).

PREREQUISITES
  • Understanding of linear transformations in vector spaces
  • Familiarity with vector addition and scalar multiplication
  • Knowledge of the theorem defining linearity for transformations
  • Basic proficiency in mathematical notation and vector representation
NEXT STEPS
  • Study the properties of linear transformations in detail
  • Learn about vector spaces and their dimensions
  • Explore examples of linear transformations beyond T(x,y) = (2x,y)
  • Investigate the implications of the scalar multiplication condition in linearity
USEFUL FOR

Students of linear algebra, mathematics educators, and anyone seeking to deepen their understanding of linear transformations and their properties.

haribol
Messages
52
Reaction score
0
Linear Transformations Rn-->Rm Question

I would be very grateful if someone can explain what is going on in the following problem:

Determine whether the following T:Rn to Rm

T(x,y)=(2x,y)

Solution from solutions manual:

T((x1,y1) + (x2,y2)) = (2(x1+x2), y1+y2) = (2x1,y1) + (2x2,y2) = T(x1,y1) + T(x2,y2)

My questions are

1. Where did the x1's and the x2's and the y1's and the y2's come from?

2. Can you please explain what's happening step by step?



[PS]--> The questions asks to use the theorem which states:

A transformation T:Rn --> Rm is linear if and only if the following relationships hold for all vectors u and v in Rn and every scalar c

a) T(u+v) = T(u) + T(v)

b)T(cu) = cT(u)
 
Physics news on Phys.org
haribol said:
I would be very grateful if someone can explain what is going on in the following problem:

Determine whether the following T:Rn to Rm

T(x,y)=(2x,y)

Solution from solutions manual:

T((x1,y1) + (x2,y2)) = (2(x1+x2), y1+y2) = (2x1,y1) + (2x2,y2) = T(x1,y1) + T(x2,y2)

My questions are

1. Where did the x1's and the x2's and the y1's and the y2's come from?

2. Can you please explain what's happening step by step?



[PS]--> The questions asks to use the theorem which states:

A transformation T:Rn --> Rm is linear if and only if the following relationships hold for all vectors u and v in Rn and every scalar c

a) T(u+v) = T(u) + T(v)

b)T(cu) = cT(u)

He has set [itex]\vec{u} = (x_1,y_1), \ \ \vec{v} = (x_2,y_2)[/itex] and showed using vector addition properties that [itex]T(\vec{u}+\vec{v}) = T(\vec{u})+T(\vec{v})[/itex]
This proof is imcomplete though because he left out condition b).
 
Thank you quasar987 for the clarification. The manual does include the proof using condition b) but I forgot to type it.

Thanks for that clarification.
 

Similar threads

Replies
1
Views
3K
  • · Replies 4 ·
Replies
4
Views
7K
  • · Replies 7 ·
Replies
7
Views
2K
  • · Replies 2 ·
Replies
2
Views
3K
  • · Replies 26 ·
Replies
26
Views
3K
  • · Replies 3 ·
Replies
3
Views
1K
  • · Replies 5 ·
Replies
5
Views
2K
  • · Replies 7 ·
Replies
7
Views
2K
  • · Replies 1 ·
Replies
1
Views
2K
  • · Replies 7 ·
Replies
7
Views
3K