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Comments (4)

arvkevi avatar arvkevi commented on May 29, 2024

Thanks for posting the issue with an example @tomas-teijeiro, I'll take a look.

from kneed.

arvkevi avatar arvkevi commented on May 29, 2024

Great suggestion @tomas-teijeiro! See #53, using np.greater_equal and np.less_equal seems to address this, while also not breaking any of the other tests. It seems like this issue could be encountered frequently, so I'm going to push these changes to PyPI soon unless you can spot any potential errors.

k = KneeLocator(x, y, curve='convex', direction='decreasing', S=0.0)
k.plot_knee_normalized();

image

k = KneeLocator(x, y, curve='convex', direction='decreasing', S=1.0)
k.plot_knee_normalized();

image

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tomas-teijeiro avatar tomas-teijeiro commented on May 29, 2024

Great! The only problem I can imagine with using np.greater_equal and np.less_equal is that if the difference curve has a staircase shape, then every step would be detected as a local maximum/minimum. However, since the algorithm selects the global one, I don't think it has any effect on the final result.

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arvkevi avatar arvkevi commented on May 29, 2024

Agreed, that would be expected behavior, thanks again!

from kneed.

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