Quote:
Originally Posted by invis
Just one more question  ... at this time
Why when we computing  there is no eye matrix ? We do the same divide to w by  .
But eye matrix appears when we divide  by w. That confusing me.
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The "divide by" is in fact multiplying by a matrix inverse. In the case of augmented error, in order to put things in terms of a matrix, we write

as

, then factor out

which becomes the matrix to be inverted. In the linear regression case, there is no

term (or you can think of it as

killing that term).