Recommender systems with characterized social regularization

TH Lin, C Gao, Y Li - Proceedings of the 27th ACM international …, 2018 - dl.acm.org
Social recommendation, which utilizes social relations to enhance recommender systems,
has been gaining increasing attention recently with the rapid development of online social …

Cr-sorec: Bert driven consistency regularization for social recommendation

T Prakash, R Jalan, B Singh, N Onoe - … of the 17th ACM Conference on …, 2023 - dl.acm.org
In the real world, when we seek our friends' opinions on various items or events, we request
verbal social recommendations. It has been observed that we often turn to our friends for …

Collaborative filtering with social exposure: A modular approach to social recommendation

M Wang, X Zheng, Y Yang, K Zhang - Proceedings of the AAAI …, 2018 - ojs.aaai.org
This paper is concerned with how to make efficient use of social information to improve
recommendations. Most existing social recommender systems assume people share similar …

A general framework for implicit and explicit social recommendation

CC Hsu, MY Yeh - IEEE Transactions on Knowledge and …, 2018 - ieeexplore.ieee.org
Research of social recommendation aims at exploiting social information to improve the
quality of a recommender system. It can be further divided into two classes. Explicit social …

Learning personal+ social latent factor model for social recommendation

Y Shen, R Jin - Proceedings of the 18th ACM SIGKDD international …, 2012 - dl.acm.org
Social recommendation, which aims to systematically leverage the social relationships
between users as well as their past behaviors for automatic recommendation, attract much …

Dual similarity regularization for recommendation

J Zheng, J Liu, C Shi, F Zhuang, J Li, B Wu - Advances in Knowledge …, 2016 - Springer
Recently, social recommendation becomes a hot research direction, which leverages social
relations among users to alleviate data sparsity and cold-start problems in recommender …

Interactive social recommendation

X Wang, SCH Hoi, C Liu, M Ester - Proceedings of the 2017 ACM on …, 2017 - dl.acm.org
Social recommendation has been an active research topic over the last decade, based on
the assumption that social information from friendship networks is beneficial for improving …

Social recommendation with learning personal and social latent factors

H Liu, L Jing, J Yu, MK Ng - IEEE transactions on knowledge …, 2019 - ieeexplore.ieee.org
Due to leveraging social relationships between users as well as their past social behavior,
social recommendation becomes a core component in recommendation systems. Most …

An approach for building efficient and accurate social recommender systems using individual relationship networks

S Yan, KJ Lin, X Zheng, W Zhang… - IEEE transactions on …, 2017 - ieeexplore.ieee.org
Social recommender system, using social relation networks as additional input to improve
the accuracy of traditional recommender systems, has become an important research topic …

Pushtrust: An efficient recommendation algorithm by leveraging trust and distrust relations

R Forsati, I Barjasteh, F Masrour… - Proceedings of the 9th …, 2015 - dl.acm.org
The significance of social-enhanced recommender systems is increasing, along with its
practicality, as online reviews, ratings, friendship links, and follower relationships are …