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How to set the seed of cvpartition

조회 수: 11 (최근 30일)
Daniel
Daniel 2018년 4월 19일
답변: Akira Agata 2018년 4월 26일
I would like to partition a set of training data the same way (randomly) over different iterations of the code. How can I set the seed for the random index choice of cvpartition

답변 (1개)

Akira Agata
Akira Agata 2018년 4월 26일
Please add rng function just before cvpartition to set seed of the random number generation. Here is an simple example:
n = 10000;
k = 5;
seed = 100;
rng(seed);
c1 = cvpartition(n,'KFold',k);
rng(seed);
c2 = cvpartition(n,'KFold',k);
Then, c1 and c2 becomes the same.
>> isequal(c1,c2)
ans =
logical
1
But, to partition a set of training data the same way over different iterations, you may not need to set the seed for each iteration, like:
c0 = cvpartition(n,'KFold',k);
for Iteration = 1:M
for kk = 1:5
trainSet = Data(c0.training(kk),:);
testSet = Data(c0.test(kk),:);
... (Some process for each train/test dataset)
end
... (Some process for each iteration)
end

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