how to compare a vector with a column of a matrix?
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Apurva Jariwala
on 20 Mar 2019
Answered: Apurva Jariwala
on 20 Mar 2019
I designed a simple decision tree to work on the Iris data set, with two values for input: petal width and petal length, and one output: versicolor or virginica (only these samples were taken) I want to measure the accuracy of each class and for that I am trying to compare the output of my tree to the species column of the iris dataset. Please let me know what changes can I do to the code:
Totalsamples = size(Petal_length,1);
predictedclass=[];
for i=51:Totalsamples
if Petal_length(i) < 4.8 && Petal_width(i) < 1.7
clspred = 2;
else
clspred = 3;
end
predictedclass = [predictedclass; clspred];
end
truepred2 = [];
for j = 1:50
if predictedclass(j) == 2
tpred = 2;
end
truepred2 = [truepred2; tpred];
end
truepred3 = [];
for l = 51:100
if predictedclass(l) == 3
tpred3 = 3;
end
truepred3 = [truepred3; tpred3];
end
Reqdsamples = [versicolor; virginica];
truelabel = Reqdsamples(:,5);
cpt = classperf(truelabel,predictedclass);
accuracy_for_versicolor = size(truepred2,1)/size(versicolor,5);
accuracy_for_virginica = size(truepred3,1)/size(virginica,5);
disp(cpt.correctrate)
2 Comments
Kevin Phung
on 20 Mar 2019
Edited: Kevin Phung
on 20 Mar 2019
any chance you can provide numerical examples to help convey your question?
'Please let me know what changes can I do to the code:'
are you asking if your code can be improved, or are you trying to do something that you do not know how to do? or both?
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