Datasets to test Nonlinear SVM

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梦毁少年i
梦毁少年i 2021-02-15 12:11

I\'m implementing a nonlinear SVM and I want to test my implementation on a simple not linearly separable data. Google didn\'t help me find what I want. Can you please advise me

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  •  闹比i
    闹比i (楼主)
    2021-02-15 12:38

    The particular data set you need will depend highly on your choice of kernel function, so It seems the easiest method is simply creating a toy data set yourself.

    Some helpful ideas:

    • Concentric circles
    • Spiral-shaped classes
    • Nested banana-shaped classes

    If you just want a random data set which is not linearly separable, may I suggest the Iris dataset? It is a multivariate data set where at least a couple of the classes in question are not linearly separable.

    Hope this helps!

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