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Literature reference for Grid_sampling algorithm

Open gaoutham92 opened this issue 4 years ago • 6 comments

Hi, I am currently using Chaospy and Scikit-optimize for my research. Scikit-optimize (skopt) has a grid sampling algorithm and they referred to Chasopy as the source from which they got the inspiration to develop the grid sampling algorithm. I looked into the Chaospy code, however, I could not see any literature references for the grid sampling algorithm. So can you please indicate any concrete literature reference from where you implemented the grid sampling algorithm?

gaoutham92 avatar Nov 16 '20 12:11 gaoutham92

You have to be a little more specific. What grid-sampling algorithm are we talking about? Link to what skopt is doing as would also be nice.

jonathf avatar Nov 16 '20 12:11 jonathf

Hi,

Apologies for the lack of information.

This is the github link to skopt grid sampler https://github.com/scikit-optimize/scikit-optimize/blob/master/skopt/sampler/grid.py

I find the reference mentioned below inside the skopt page which directs to the Chaospy page.

Inspired by https://github.com/jonathf/chaospy/blob/master/chaospy/ distributions/sampler/sequences/grid.py

gaoutham92 avatar Nov 16 '20 13:11 gaoutham92

Grid was implemented to be able to mimic the code John Burkardt has made, and I did not think much to it as to what the source was as it wasn't inteded for publication. I actually keep it around because it is a good sanity check that sparse grid is doing what it is suppose to.

However, the code that inspired it is still available here: https://people.sc.fsu.edu/~jburkardt/py_src/grid/grid.html Asking him might be a good next step, if you would like to find out.

jonathf avatar Nov 16 '20 13:11 jonathf

Hi,

Thanks for your reference, I will take the question to him.

gaoutham92 avatar Nov 16 '20 13:11 gaoutham92

Good. Feel free to post a reference here, if there is any.

jonathf avatar Nov 16 '20 13:11 jonathf

Sure

gaoutham92 avatar Nov 16 '20 13:11 gaoutham92