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Ifv1,v2,v3,...,vnandw1,w2,w3,...,wn are two bases of n, then there exists a linear transformation T fromnton such that T(v1)=w1,T(v2)=w2,...,T(vn)=wn.

Short Answer

Expert verified

The above statement is true.

Ifv1,v2,v3,...,vnandw1,w2,w3,...,wn are two bases ofn , then there exists a linear transformation T from ntonsuch that T(v1)=w1,T(v2)=w2,...,T(vn)=wn.

Step by step solution

01

Considering a mapping

Let xn. Then

x=i=1naiviwherea1,a2,...,anare unique scalars

Define a map

T:nnbyT(x)=i=1naiwi.

02

To show T is linear

Suppose thatu,vnanddF.

Then we may write

u=i=1nbiviandv=i=1ncivi

for scalarsb1,b2,....,bnandc1,c2...,cn .

Thus,

du+v=i=nn(dbi+ci)vi

T(du+v)=i=1n(dbi+ci)wi.

T(du+v)=di=1n(biwi)+i=nnciwi=dT(u)+T(v).

Clearly,T(vi)=wifori=1,2,...,n.

03

T is unique

Suppose U:nnis linear andU(vI)=wIfori=1,2,...,n.

Then for xnwith

x=i=1naiviwherea1,a2,...,anare unique scalars.

We have

U(x)=i=1naiU(vi)=i=1naiwi=T(x).

Hence, U =T.

04

Final Answer

If v1,v2,v3,...,vnandw1,w2,w3,...,wnare two bases of n , then there exists a unique linear transformation T fromnton such that T(v1)=w1,T(v2)=w2,...,T(vn)=wn.

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