Re: Should SVMs ALWAYS converge to the same solution given the same data?
Mathematically, the primal problem of SVM enjoys a unique solution; the dual, on the other hand, may or may not come with a unique solution. In some degenerate cases, there can be multiple solutions of the dual (that correspond to the same solution of the primal).
Hope this helps.
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