Research Article

A Robust Collaborative Filtering Approach Based on User Relationships for Recommendation Systems

Table 2

Detection results based on user models.

ā€‰Precision recall
User modelsAttacks
Attack size = 5%
Filler size = 5%
Attack size = 10%
Filler size = 10%

(Slotted In_Sim,
Slotted L_depd)
0.85
0.62
0.99
0.79
(Slotted R_Sim,
Slotted L_depd)
0.96
0.72
1
0.82
(Slotted R_Sim,
Slotted In_Sim)
0.95
0.98
1
0.95