- [2308.01118] A Survey on Popularity Bias in Recommender Systems🔍
- A survey on popularity bias in recommender systems🔍
- A Survey on Popularity Bias in Recommender Systems🔍
- Balancing Act🔍
- Popularity Bias in Recommender Systems🔍
- A Survey on the Fairness of Recommender Systems🔍
- Evaluating unfairness of popularity bias in recommender systems🔍
- Popularity Bias in Dynamic Recommendation🔍
A Survey on Popularity Bias in Recommender Systems
[2308.01118] A Survey on Popularity Bias in Recommender Systems
Existing research, however, suggests that in many situations todays recommendation algorithms instead exhibit a popularity bias, meaning that ...
A survey on popularity bias in recommender systems - SpringerLink
In this paper, we discuss the potential reasons for popularity bias and review existing approaches to detect, quantify and mitigate popularity bias in ...
A Survey on Popularity Bias in Recommender Systems - arXiv
In this paper, we discuss the potential reasons for popularity bias and review existing approaches to detect, quantify and mitigate popularity bias in ...
A Survey on Popularity Bias in Recommender Systems
In this paper, we discuss the potential reasons for popularity bias and we review existing approaches to detect, quantify and mitigate popularity bias in ...
A survey on popularity bias in recommender systems - ResearchGate
One main promise of such systems is that they are able to increase the visibility of items in the long tail, i.e., the lesser-known items in a ...
A survey on popularity bias in recommender systems - OUCI
AbstractRecommender systems help people find relevant content in a personalized way. One main promise of such systems is that they are able to increase the ...
Balancing Act: Addressing Popularity Bias in Recommendation ...
Popularity bias occurs when recommendation systems suggest a lot of items items that are globally popular rather than personalized picks.
Popularity Bias in Recommender Systems - A Review | SpringerLink
Popularity bias is one of the biases found in recommender systems. Research has found that user satisfaction in popular trend suggestions is of the same order ...
A Survey on the Fairness of Recommender Systems
Some biases in recommender systems can lead to unfairness problems, such as popularity bias [113] and mainstream bias [53]. There are also some biases that have ...
Evaluating unfairness of popularity bias in recommender systems
The popularity bias problem is one of the most prominent challenges of recommender systems, i.e., while a few heavily rated items receive much attention in ...
Popularity Bias in Dynamic Recommendation - Semantic Scholar
60 Citations · Potential Factors Leading to Popularity Unfairness in Recommender Systems: A User-Centered Analysis · A Survey on Popularity Bias in Recommender ...
User-centered Evaluation of Popularity Bias in Recommender Systems
Recommendation algorithms are known to suffer from popularity bias where a few popular items dominate the recommendations given to all users. This leads to ...
Fairness and Popularity Bias in Recommender Systems - CEUR-WS
Abstract. In this paper, we present the results of an empirical evaluation investigating how recommendation algorithms are affected by popularity bias.
Personalization and Popularity Bias | by Michael Roizner - Medium
A common issue in recommender systems is the lack of personalization, resulting in mostly popular and not very relevant documents being ...
Strategies to quantify, explain, and mitigate popularity bias have seen growing interest lately, see [34] for a recent survey. Just like with ...
Recommender systems have an important role in e-commerce and information sites, helping users find new items. One obstacle to effectiveness of recommenders is ...
Popularity Bias as Ethical and Technical Issue in Recommendation
In this narrative survey, we investigate the emergence and progression of research on one of the potential types of biases in recommender systems, ie ...
Popularity Bias in Ranking and Recommendation - Semantic Scholar
... systems suffer from popularity bias: popular items are recommended frequently while less popular ... A Survey on Popularity Bias in Recommender Systems.
Large language models as recommender systems: A study of popularity bias. By ... survey analyses to define the blueprint and test specifications for new ...
Mitigation of Popularity Bias in Recommendation Systems - CEUR-WS
However, these recommendation systems are prone to popularity bias, which is a tendency to promote popular items even if they do not satisfy a user's ...