The second term, places a prior over the weights, to favor sparsity and penalize larger weights. The trade-off coefficient, , is a hyperparameter that places more or less importance on the regularization term.
A secondary term is introduced, which prioritizes a smaller weight over existing ones, aiming for sparsity and discouraging large weights. The trade-off factor, , controls the relative significance of the regularization clause.