Line 5: Line 5:
 
A ''vector transformation'' is a function that is performed on a vector. (i.e. f:V->W)
 
A ''vector transformation'' is a function that is performed on a vector. (i.e. f:V->W)
  
f:(<math>\left(\begin{array}{c}a_1\\a_2\end{array}\right)</math>)
+
<math>f:\left(\begin{array}{c}a_1\\a_2\\.\\a_n\end{array}\right)-> \left(\begin{array}{c}b_1\\b_2\\.\\b_n\end{array}\right)</math>
  
 
<math>\left(\begin{array}{cccc}1&2&3&4\\5&6&7&8\end{array}\right)</math>
 
<math>\left(\begin{array}{cccc}1&2&3&4\\5&6&7&8\end{array}\right)</math>

Revision as of 16:29, 14 December 2011

Linear Transformations and Isomorphisms

Vector Transformations:

A vector transformation is a function that is performed on a vector. (i.e. f:V->W)

$ f:\left(\begin{array}{c}a_1\\a_2\\.\\a_n\end{array}\right)-> \left(\begin{array}{c}b_1\\b_2\\.\\b_n\end{array}\right) $

$ \left(\begin{array}{cccc}1&2&3&4\\5&6&7&8\end{array}\right) $

Linear Transformations:

A function L:V->W is a linear transformation of V to W if the following are true:

(1) L(u+v) = L(u) + L(v) (2) L(c*u) = c*L(u)

In other words, a linear transformation is a vector transformation that also meets (1) and (2).

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Sees the importance of signal filtering in medical imaging

Dhruv Lamba, BSEE2010