FlashEmbedding: storing embedding tables in SSD for large-scale recommender systems.
Hu WanXuan SunYufei CuiChia-Lin YangTei-Wei KuoChun Jason XuePublished in: APSys (2021)
Keyphrases
- recommender systems
- collaborative filtering
- data structure
- database
- information overload
- user preferences
- vector space
- small scale
- real world
- user profiling
- storage and retrieval
- user modeling
- databases
- matrix factorization
- real life
- data management
- website
- personalized recommendation
- search engine
- data sparsity
- nonlinear dimensionality reduction
- trust aware