TrustRec: An effective approach to exploit implicit trust and distrust relationships along with explicitones for accurate recommendations

نویسندگان

چکیده

Trust-aware recommendation approaches are widely used to mitigate the cold-start problem in recommender systems by utilizing trust networks. In this paper, we point out problems of existing trust-aware as follows: (P1) exploiting sparse explicit and distrust relationships; (P2) considering a misleading assumption that user pair having trust/distrust relationship certainly has similar/dissimilar preference practice; (P3) employing transitivity relationships. Then, propose TrustRec, novel approach based on matrix factorization provides an effective solution each aforementioned incorporates all them single model. Furthermore, TrustRec exploits only top-k most similar trustees dissimilar distrustees improve both computational cost accuracy. The results our extensive experiments demonstrate TructRec outperforms terms effectiveness efficiency.

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ژورنال

عنوان ژورنال: Computer Science and Information Systems

سال: 2021

ISSN: ['1820-0214', '2406-1018']

DOI: https://doi.org/10.2298/csis200608039h