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Crashes when a feature variance is 0 about pca HOT 5 CLOSED

zyxue avatar zyxue commented on July 19, 2024 2
Crashes when a feature variance is 0

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Comments (5)

targos avatar targos commented on July 19, 2024 1

I'm working on the project again. I'll have a look at this.

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loretoparisi avatar loretoparisi commented on July 19, 2024

any news?

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targos avatar targos commented on July 19, 2024

What should we do when the standard deviation is 0 ? Subtract the mean without scaling? I'm going to check what R does.

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targos avatar targos commented on July 19, 2024

R also throws an error if the dataset cannot be scaled because of a constant column. Is there precedent in other libraries / languages? What do they do in this case?

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zyxue avatar zyxue commented on July 19, 2024

I think if there are multiple features, the one with no variance should just be ignored as it doesn't contribute anything to PCA.

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