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#
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# to you under the Apache License, Version 2.0 (the
# "License"); you may not use this file except in compliance
# with the License.  You may obtain a copy of the License at
#
#   http://www.apache.org/licenses/LICENSE-2.0
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# KIND, either express or implied.  See the License for the
# specific language governing permissions and limitations
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#-------------------------------------------------------------

X = read($1);
y = read($2);

# Limit to one classification
y = y == min(y)

print("")
print("LMCG")

X = scale(X=X, scale=TRUE, center=TRUE);
B = l2svm(X=X, Y=y, verbose=TRUE);
[y_pred, n] = l2svmPredict(X=X, W=B, verbose=TRUE);

classifications = (y_pred > 0.1)

acc = sum(classifications == y)  / nrow(y)

if(acc < 0.80)
    stop("ERROR: to low accuracy achieved")
print(acc)
