| 1 |
Non-personalized |
Most Popular |
MP |
| 2 |
Non-personalized |
Item Average |
IA |
| 3 |
Matrix factorization-based |
Maximum Margin Matrix Factorization (Weimer, Karatzoglou & Smola, 2008) |
MMMF |
| 4 |
Matrix factorization-based |
Weighted Matrix Factorization (Hu, Koren & Volinsky, 2008) |
WMF |
| 5 |
Matrix factorization-based |
Hierarchical Poisson Factorization (Gopalan, Hofman & Blei, 2015) |
HPF |
| 6 |
Probabilistic |
Weighted Bayesian Personalized Ranking (Gantner et al., 2012) |
WBPR |
| 7 |
Probabilistic |
Indexable Bayesian Personalized Ranking (Le & Lauw, 2017) |
IBPR |
| 8 |
Clustering-based |
Spherical k-means (Salah, Rogovschi & Nadif, 2016) |
SKM |
| 9 |
Neural networks-based |
Neural Matrix Factorization (He et al., 2017) |
NEUMF |
| 10 |
Neural networks-based |
Variational Autoencoder for CF (Liang et al., 2018) |
VAECF |
