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feat: add standardization as parameter for dataset#21

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jolars wants to merge 1 commit intomainfrom
parameterize-standardize
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feat: add standardization as parameter for dataset#21
jolars wants to merge 1 commit intomainfrom
parameterize-standardize

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@jolars jolars commented Nov 2, 2022

This pull request sets standardize as a parameter for each of the three datasets, which @mathurinm recommended sometime and I think seems like the right thing to do.

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no objection. Do you expect different stories and results here?

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jolars commented Nov 7, 2022

no objection. Do you expect different stories and results here?

Compared with having no standardization? It certainly depends on the dataset, but often yes. Newton-based methods for instance perform better compared to gradient-based methods when the scales of features vary.

The support may also vary greatly depending on whether you're standardizing or not.

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