Commit 97f311bc authored by Davis King's avatar Davis King

updated docs

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extra : convert_revision : svn%3Afdd8eb12-d10e-0410-9acb-85c331704f74/trunk%403667
parent 195a07aa
...@@ -588,17 +588,16 @@ Davis E. King. <a href="http://www.jmlr.org/papers/volume10/king09a/king09a.pdf" ...@@ -588,17 +588,16 @@ Davis E. King. <a href="http://www.jmlr.org/papers/volume10/king09a/king09a.pdf"
in the paper The Kernel Recursive Least Squares Algorithm by Yaakov Engel to in the paper The Kernel Recursive Least Squares Algorithm by Yaakov Engel to
decide which points are more linearly independent than others. The metric is decide which points are more linearly independent than others. The metric is
simply the squared distance between a test point and the subspace spanned by simply the squared distance between a test point and the subspace spanned by
the current set of dictionary vectors. the set of dictionary vectors.
</p> </p>
<p> <p>
Each time you present this object with a new sample point Each time you present this object with a new sample point (via this->add())
it calculates the projection distance and if it is sufficiently large then this it calculates the projection distance and if it is sufficiently large then this
new point is included into the current dictionary. Note that this object can new point is included into the dictionary. Note that this object can be configured
be configured to have a maximum size. Once the max dictionary size is reached to have a maximum size. Once the max dictionary size is reached each new point
each new point kicks out a previous point. This is done by selecting the current kicks out a previous point. This is done by removing the dictionary vector that
dictionary vector that has the smallest projection error onto the others. That has the smallest projection distance onto the others. That is, the "least linearly
is, the "least linearly independent" vector is removed to make room for the independent" vector is removed to make room for the new one.
new one.
</p> </p>
</description> </description>
<examples> <examples>
......
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