I'm also trying to use the kennard-stone algorithm in the soil.spec package
for my dataset,
(to generate a training and test set from the data, based on this algorithm,
because it's the
most commonly used and well-performing algorithm in QSAR studies) but it's
generating an error:

> ken.sto(mydataIN)
Error in ken.sto(mydataIN) : subscript out of bounds

My data is a 42 row by 6 column all numerical (except header) matrix of the
format:

id      x1      x2      x3       x4        y1
2       66.7    7.71    0.079     4.58     3.0792
13      79.7    9.57    0.100     4.82     2.8451
5       77.7    3.10    0.071     1.42     0.4771
6       82.1    7.58    0.071     2.08     0.7160
32      98.8    5.60    0.143     3.27     1.7160
36      93.3    4.74    0.097     4.16     1.7160
...

I cannot find any documentation for the exact format of the data matrix for
this
function (http://www.inside-r.org/packages/cran/soil.spec/docs/ken.sto does
not
have this information). Any help would be appreciated!!!

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