协同过滤推荐算法测试

Recommender Algorithm for Collaborative filtering

Posted by ZFKY on May 6, 2017

Recommender Algorithm for Collaborative filtering

Recommender Algorithm

Data: movielens

  • All dataset files size 22593713.
  • Data size of training is 900425.
  • Data size of testing is 99784

Code: librec

Recommender Algorithm RMSE
AspectModelRecommender 0.9273950652614509
ASVDPlusPlusRecommender 1.1151694495469084
BiasedMFRecommender 0.8636817659221292
BPMFRecommender  
BPoissMFRecommender 1.80545031663211
FMALSRecommender  
FMSGDRecommender  
GPLSARecommender 0.927811768257633/slow
LDCCRecommender 1.1151694495469084
LLORMARecommender 0.8617437187493111
MFALSRecommender 0.8680327278346128
NMFRecommender 0.9482805092307253
PMFRecommender 0.8900394037453517/fast
RBMRecommender 1.45823346673343
RFRecRecommender  
SVDPlusPlusRecommender 0.8678199152757183
URPRecommender 1.1151694495469084/f