Problem with the positivedefinitivenesse of a kernel matrix

Just to clarify properties of the polynomial kernel:

The polynomial kernel is actually only positive-semidefinite. For any kernel matrix generated by the polynomial kernel, the highest rank is degree. Once the number of data points exceeds degree, you end up with a rank-deficient and non-definite matrix. Therefore, your problem is not just numerical.

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