Implicit feedback collaborative filtering has attracted a lot of attention in collaborative filtering, which is called one-class collaborative filtering (OCCF). However, the low …
X Luo, Y Xia, Q Zhu - Knowledge-Based Systems, 2012 - Elsevier
The Matrix-Factorization (MF) based models have become popular when building Collaborative Filtering (CF) recommenders, due to the high accuracy and scalability …
Recommender systems are software tools and techniques for suggesting items in an automated fashion to users tailored their preferences. Collaborative Filtering (CF) …
ALG Sumaia, SAM Noah, M Mohammed - PeerJ Computer Science, 2023 - peerj.com
Collaborative filtering (CF) approaches generate user recommendations based on user similarities. These similarities are calculated based on the overall (explicit) user ratings …
X Chen, L Li, W Pan, Z Ming - ACM Transactions on Information Systems …, 2020 - dl.acm.org
Recommender systems play an important role in providing personalized services for users in the context of information overload. Generally, users' feedback toward items often contain …
Abstract Context-aware Collaborative Filtering (CF) techniques such as Factorization Machines (FM) have been proven to yield high precision for rating prediction. However, the …
Z Zhang, M Dong, K Ota, Y Kudo - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
The recommender system (RS) can help us extract valuable data from a huge amount of raw information. User-based collaborative filtering (UBCF) is widely employed in practical RSs …
ZP Zhang, Y Kudo, T Murai, YG Ren - Applied Sciences, 2019 - mdpi.com
Recommender systems (RS) analyze user rating information and recommend items that may interest users. Item-based collaborative filtering (IBCF) is widely used in RSs. However …
S Wang, S Huang, TY Liu, J Ma, Z Chen… - ACM Transactions on …, 2016 - dl.acm.org
Collaborative filtering (CF) is one of the most effective techniques in recommender systems, which can be either rating oriented or ranking oriented. Ranking-oriented CF algorithms …