A survey of recommendation systems: recommendation models, techniques, and application fields

H Ko, S Lee, Y Park, A Choi - Electronics, 2022 - mdpi.com
This paper reviews the research trends that link the advanced technical aspects of
recommendation systems that are used in various service areas and the business aspects of …

Characterizing context-aware recommender systems: A systematic literature review

NM Villegas, C Sánchez, J Díaz-Cely… - Knowledge-Based …, 2018 - Elsevier
Context-aware recommender systems leverage the value of recommendations by exploiting
context information that affects user preferences and situations, with the goal of …

Rating prediction based on social sentiment from textual reviews

X Lei, X Qian, G Zhao - IEEE transactions on multimedia, 2016 - ieeexplore.ieee.org
In recent years, we have witnessed a flourish of review websites. It presents a great
opportunity to share our viewpoints for various products we purchase. However, we face an …

Fake profile detection on social networking websites: a comprehensive review

PK Roy, S Chahar - IEEE Transactions on Artificial Intelligence, 2020 - ieeexplore.ieee.org
This article aims to summarize the recent advancement in the fake account detection
methodology on social networking websites. Over the past decade, social networking …

Shilling attacks against collaborative recommender systems: a review

M Si, Q Li - Artificial Intelligence Review, 2020 - Springer
Collaborative filtering recommender systems (CFRSs) have already been proved effective to
cope with the information overload problem since they merged in the past two decades …

Heterogeneous graph contrastive learning network for personalized micro-video recommendation

D Cai, S Qian, Q Fang, J Hu, W Ding… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Personalized micro-video recommendation has attracted a lot of research attention with the
growing popularity of micro-video sharing platforms. Many efforts have been made to …

Heterogeneous hierarchical feature aggregation network for personalized micro-video recommendation

D Cai, S Qian, Q Fang, C Xu - IEEE Transactions on Multimedia, 2021 - ieeexplore.ieee.org
Micro-video recommendation has attracted extensive research attention with the increasing
popularity of micro-video sharing platforms. Traditional approaches consider micro-video …

Social-aware movie recommendation via multimodal network learning

Z Zhao, Q Yang, H Lu, T Weninger… - IEEE Transactions …, 2017 - ieeexplore.ieee.org
With the rapid development of Internet movie industry social-aware movie recommendation
systems (SMRs) have become a popular online web service that provide relevant movie …

User-service rating prediction by exploring social users' rating behaviors

G Zhao, X Qian, X **e - IEEE transactions on multimedia, 2016 - ieeexplore.ieee.org
With the boom of social media, it is a very popular trend for people to share what they are
doing with friends across various social networking platforms. Nowadays, we have a vast …

User preference learning for online social recommendation

Z Zhao, H Lu, D Cai, X He… - IEEE Transactions on …, 2016 - ieeexplore.ieee.org
A social recommendation system has attracted a lot of attention recently in the research
communities of information retrieval, machine learning, and data mining. Traditional social …