Random sampling more elements than data contains
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Hi, I am familiar with the datasample function, however, datasample does not allow for sampling more from a vector x than the number of elements x contains. I want to however do exactly this, i.e. bootstrapping in some way (however it seems that the bootstrapping function in Matlab requires specifying a function which is then applied to the data, something which I don't want). For instance, if x contains 10 elements, I might want to sample (with replacement) a new vector which would have 20 elements. What function can I use? Thanks
Image Analyst on 16 Aug 2017
x = rand(1, 10); % Create sample data for this demo.
indexes = randi(length(x), 1, 20)
sampled_x = x(indexes)
Of course, some elements may not get chosen at all while others may get chosen once, or 2,3,4, etc. times but you said you were okay with that since you said "with replacement".