Do Loyal Users Enjoy Better Recommendations?: Understanding Recommender Accuracy from a Time Perspective.
Yitong JiAixin SunJie ZhangChenliang LiPublished in: ICTIR (2022)
Keyphrases
- recommender systems
- recommendation algorithms
- collaborative filtering
- recommendation systems
- recommendation quality
- making recommendations
- user ratings
- collaborative filtering algorithms
- prediction accuracy
- user profiles
- online dating
- high accuracy
- user preferences
- cold start
- end users
- information overload
- viewpoint
- matrix factorization
- user model
- active user
- filtering algorithm
- internet users
- user feedback
- computational cost
- user generated content
- personalized recommendation
- computational complexity
- collaborative recommender systems
- user interface
- product recommendation
- user participation
- personal preferences
- user interaction
- personalized recommender systems
- demographic information
- classification accuracy
- user experience
- collaborative recommendation
- social tagging systems
- novice users
- cold start problem
- search experience
- daily life
- information seeking