Is there any good book or papers to study sampling strategies in big data domain?

Jayasree Saha @Jayasree_Saha2

06 June 2018 1 2K Report

I want to know different sampling strategies to understand big data. Or statistical learning with respect to big data

Artur Jordão

Hey there,

You can find sampling strategies (for instance, out-of-bag technique) in random forest works.

I think these papers can be used for preliminary research:

"Random Forests" (https://link.springer.com/article/10.1023/A:1010933404324)

"On Oblique Random Forests" (http://people.csail.mit.edu/menze/papers/menze_11_oblique.pdf)

Decision Forests for Computer Vision and Medical Image Analysis (https://www.springer.com/us/book/9781447149286)

Although these papers are not focused on big data domain, they can be used for initial experiments

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