How to set the seed of cvpartition

13 vues (au cours des 30 derniers jours)
Daniel
Daniel le 19 Avr 2018
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

Réponses (1)

Akira Agata
Akira Agata le 26 Avr 2018
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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