Derive the gradient-tree-boosting procedure using Newton boosting for a twice-differentiable loss functional l ???? Fx, y

Derive the gradient-tree-boosting procedure using Newton boosting for a twice-differentiable loss functional l

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. Assume that we use the L2 norm term and the penalty per node in Eq. (9.2) as two extra regularization terms together with the loss functional.