A derivation of the procedure for changing bases (for
)
Suppose we have Source Basis S consisting of vectors: s1 and s2
And Target Basis T consisting of vectors: t1 and t2
And a vector v expressed in S as:
= {x,y}
Each source base vector can be expressed as a linear combination of the target base vectors. That is:
s1 = k1 t1 + k2 t2
s2 = c1 t1 + c2 t2
Note that s1 expressed in T is: {k1, k2} and s2 expressed in T is: {c1, c2}
If we express v as a linear combination of the source vectors, we can see that:
v = x s1 + y s2
= x k1 t1 + x k2 t2 + y c1 t1 + y c2 t2
= (x k1 + y c1)t1 + (x k2 + y c2)t2
But that means v is expressed as:
{x k1 + y c1, x k2 + y c2}
In the target basis.
The same transformation can be achieved by constructing a matrix with the the source vectors expressed in the target basis as the columns and using it to mutiply the vetor of interest:
This shows that a vector can be transformed from one basis to another by multiplying it by the matrix whose columns are the source basis vectors expressed in the target basis.
| Created by Mathematica (August 5, 2007) |