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. 2023 Mar;60(2):None. doi: 10.1016/j.ipm.2022.103206

Table 3.

Overview of tested λ-values in weighted loss function L=λ1Lpred+λ2Ldist(α)+λ3Ldist(β) - with Lpred the prediction loss, Ldist(α) the article–user distance loss, and Ldist(β) the user–user distance loss.

λ1 λ2 λ3 Description
1 0 0 No distance losses (= base)
0.5 0 0.5 No article-user distance loss
0.5 0.5 0 No user-user distance loss

0.33 0.33 0.33 All losses equally important

0.5 0.25 0.25 Prediction loss most important,
0.8 0.1 0.1 Distance losses are equally important

0.6 0.3 0.1 Article-user loss more important than user-user loss
0.6 0.1 0.3 User-user loss more important than article-user loss