A Cross-Domain Collaborative Filtering Algorithm Based on Feature Construction and Locally Weighted Linear Regression

Algorithm 1

The stochastic gradient descent algorithm for LWLR model.

Input: the training sample set , the query sample x, the learning rate a;

Output: ;

Initial , ,   // is the threshold

do

;

; //for every

;

;

until

return ;