seniorSVM

What is the role of bias term (b) in SVM?

Updated May 17, 2026

Short answer

The bias term shifts the decision boundary away from the origin.

Deep explanation

Without bias, the hyperplane must pass through the origin, limiting flexibility. The bias term allows translation of the hyperplane, enabling better separation. It is learned during optimization alongside the weight vector.

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