Dynamic Ridge Plot Sliders: Supporting Users' Understanding of the Item Space Structure and Feature Dependencies in Interactive Recommender Systems.
Lovis Bero SuchmannNicole C. KrämerJürgen ZieglerPublished in: UMAP (Adjunct Publication) (2024)
Keyphrases
- recommender systems
- cold start problem
- collaborative filtering
- user preferences
- active user
- user ratings
- cold start
- user interaction
- personalized recommendation
- recommendation algorithms
- user profiles
- user model
- personal preferences
- user modeling
- recommendation systems
- item based collaborative filtering
- information overload
- geometric structure
- user similarity
- user centered
- user interface
- implicit feedback
- hybrid recommendation
- recommendation quality
- user feedback
- latent factor models
- content based filtering
- matrix factorization
- rating prediction
- online dating
- trust aware
- visualization tool
- user interests
- temporal dependencies
- end users
- dependency graph
- orientation field
- low dimensional
- web environment
- data sparsity
- user behavior
- network structure
- collaborative filtering recommender systems