[R] KNN script: Identity of specific K samples chosen?
Max Kuhn
mxkuhn at gmail.com
Thu May 14 21:53:30 CEST 2009
> I am currently doing some prediction work using the knn script in the
> 'class' package. Does anyone know a way of having R return the IDs (sample
> IDs, or column IDs of the training matrix) of the 'k' samples that are
> chosen by the algorithm as being nearest to a given test sample?
You would probably have to modify the source code to get the specific neighbors.
> I have searched/read everything I can about the script, however have not
> found anything other than the ability to output the proportion of 'k'
> samples agreeing with the final prediction (which is also quite useful).
The knn3 function in the caret package will return the votes per class
for each test sample.
> However I would still like the 'k' sample ID's, for further lookup and
> reporting steps in my process.
Since this sounds like a research project, a better idea might be to
use the proxy package (or some other) to compute the neighbors
yourself and do what you wish with them.
Max
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