Is this a Linear transformation

In summary, to determine whether a given transformation is linear, we must check if it satisfies the conditions of vector addition and scalar multiplication. These conditions state that the transformation must hold for both the sum of vectors and a scalar multiple of a vector. If the transformation fails to satisfy one or both of these conditions, it is not considered a linear transformation.
  • #1
sara_87
763
0
how do i determine whether the following is a linear transformation:

T1(x,y)=(1,y)

i know that it must satisfy the conditions:
(a) T(v+w)=T(v)+T(w)
(b) T(cv)=cT(v), where c is a real constant
and v and w are real vectors in 2D.
v=(v1,v2) and w=(w1,w2)
but I'm still confused.

Thank you
 
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  • #2
So, using the definitions of vector addition and scalar multiplication, plug (v1, v2) and (w1, w2) into your conditions (a) and (b), and see what happens.

(A general hint for all math stuff: Try some things and see what happens.)
 
  • #3
it should take zero to zero for one thing.
 
  • #4
sara_87 said:
how do i determine whether the following is a linear transformation:

T1(x,y)=(1,y)

i know that it must satisfy the conditions:
(a) T(v+w)=T(v)+T(w)
(b) T(cv)=cT(v), where c is a real constant
and v and w are real vectors in 2D.
v=(v1,v2) and w=(w1,w2)
but I'm still confused.

Thank you
Excellent! You just haven't DONE anything with that!

For example, suppose you have v= [itex](x_1, y_1)[/itex] and v= [itex](x_2, y_2)[/itex]. What is T(v)? What is T(u)? What is T(v+ u)? Is T(v+u)= T(u)+ T(v)?
 
  • #5
ok I'm going to try it:
T(v)=(1,v2)
T(w)=(1,w2)
T(v)+T(w)=(1, v2+w2)
T(v+w)=T(v1+w1, v2+w2)=(1, v2+w2)
so the first condition holds.

i'm sure i have done something wrong
?
 
  • #6
Why is T(v)+T(w)=(1,v2+w2)?
T(v)+T(w)=(1,v2)+(1,w2)=?
 
  • #7
(2,v2+w2)
?
 
  • #8
sara_87 said:
(2,v2+w2)
?

Ok, and is this equal to T(v+w)?
 
  • #9
T(v+w)=(v1+w1, v2+w2)
no they're not equal...right?
and how do i show the second condition?
 
  • #10
Same as before... experiment with a couple of values for the scalar 'c'. You'll notice right away what's going on.
 
  • #11
sara_87 said:
T(v+w)=(v1+w1, v2+w2)
no they're not equal...right?
and how do i show the second condition?

No, by definition of the operator T, T(v+w)=(1,v2+w2). But in either case T(v+w) is not equal to T(v)+T(w). So since it fails one of the conditions for linearity the operator is not linear.
 
  • #12
d_leet said:
No, by definition of the operator T, T(v+w)=(1,v2+w2). But in either case T(v+w) is not equal to T(v)+T(w). So since it fails one of the conditions for linearity the operator is not linear.

how did you get that T(v+w)=T(1, v2+w2)
could you please show me?


and so if i show one condition then i guess there's no need to show the other..right?
 
  • #13
to repeat myself, since T(0.v) = 0.T(v) = 0, it cannot be linear unless zero goes to zero, but T(0,0) = (1,0), which is a deal breaker.
 
  • #14
oh okay, so i guess that's enough to say that it's not linear.

thank you.

i was working on another question on linear transformation and i did it but I'm not sure if i did it correctly:

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

again, let v=(v1, v2) and w=(w1,w2)

then, T(v+w)=(v2+w2, v1+w1)

and, T(v)+T(w)=(v2+w2, v1+w1)
so the first condition holds.

AND:

let c be a constant:
T(cv)=T(cv1,cv2)=(cv2, cv1)
and cT(v)=c(v2, v1)=(cv2, cv1)


is that correct?
 
  • #15
Looks fine to me... but I'd show the intermediate step in your workings of the first condition. Just as you did for the second.

In other words, just saying "for T(v+w) we get xxxx, and for T(v)+T(w) we also get xxxx, so they must be equal" does not show how you got xxxx. Your work for the second condition, on the other hand, shows it well.
 
  • #16
i just worked on another one and i think i get the hang of it now but i just want to check this this one to make sure i know how to do it:
T(x,y)=(x,0)

again, let v=(v1, v2) and w=(w1,w2)

then, T(v+w)=(v1+w1, 0)

and, T(v)+T(w)=(v1+w1, 0)
so the first condition holds.

AND:

let c be a constant:
T(cv)=T(cv1,cv2)=(cv1, 0) = cT(v)

is that correct?
 
  • #17
I was just doing another example and i want to check this one so i know whether i got the hang of it:

T(x,y)=(x,0)

again, let v=(v1, v2) and w=(w1,w2)

then, T(v+w)=T(v1+w1, v2+w2)=(v1+w1, 0)

and, T(v)+T(w)=(v1+w1, 0)
so the first condition holds.

AND:

let c be a constant:
T(cv)=T(cv1,cv2)=(cv1, 0)=c(v1,0)=cT(v)
so both conditions hold

is that correct?
 

1. What is a Linear transformation?

A Linear transformation is a mathematical function that maps one vector space to another while preserving the properties of addition and scalar multiplication.

2. How do you determine if a function is a Linear transformation?

To determine if a function is a Linear transformation, you can check if it satisfies the two properties of Linearity: additivity and homogeneity.

3. What is the difference between a Linear and non-Linear transformation?

A Linear transformation preserves the properties of addition and scalar multiplication, while a non-Linear transformation does not. This means that the output of a Linear transformation can be expressed as a linear combination of the inputs, while the output of a non-Linear transformation cannot.

4. Can a non-Linear function be a Linear transformation?

No, a non-Linear function cannot be a Linear transformation because it does not preserve the properties of addition and scalar multiplication.

5. Are all matrix transformations Linear transformations?

No, not all matrix transformations are Linear transformations. A matrix transformation is only a Linear transformation if it satisfies the properties of Linearity, which can be checked by matrix operations.

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