Based on the Lagrange dual function, show the procedure to derive dual problems for soft SVMs: a.

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Based on the Lagrange dual function, show the procedure to derive dual problems for soft SVMs:

a. Derive SVM4 from SVM3.

b. Explain how to determine which training samples are support vectors in soft SVMs. Which support vectors lie on the margin boundaries? Which support vectors introduce nonzero error terms?

c. Derive b for soft SVMs (also consider the case where all nonzero i equal to C).

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