Research Article

Research on Psychological Emotion Recognition of College Students Based on Deep Learning

Algorithm 1

(i)Input: data set T = {(x1, y1), (x2, y2),…, (xm, ym)}, loss function L
(ii)Output: Additive model  = fM(x)
(1) Initialize the base classifier
(2) Each base classifier needs to perform the following operations:
① According to the loss function, the negative gradient of each sample in the current model is calculated and used as an estimate of the residual
② For a given , the leaf node , , j = 1,2,..,J, j is the number of leaf nodes
③ For leaf nodes, calculate  
④ Update regression tree  
(3) Output gradient lifting tree