Modifier and Type | Class and Description |
---|---|
class |
ItemKNNRecommender
ItemKNNRecommender
|
class |
UserKNNRecommender
UserKNNRecommender
|
Modifier and Type | Class and Description |
---|---|
class |
AoBPRRecommender
AoBPR: BPR with Adaptive Oversampling
|
class |
BPRRecommender
Rendle et al., BPR: Bayesian Personalized Ranking from Implicit Feedback, UAI 2009.
|
class |
CLIMFRecommender
Shi et al., Climf: learning to maximize reciprocal rank with collaborative less-is-more filtering.,
RecSys 2012.
|
class |
EALSRecommender
EALS: efficient Alternating Least Square for Weighted Regularized Matrix Factorization.
|
class |
FISMaucRecommender
Kabbur et al., FISM: Factored Item Similarity Models for Top-N Recommender Systems, KDD 2013.
|
class |
FISMrmseRecommender
Kabbur et al., FISM: Factored Item Similarity Models for Top-N Recommender Systems, KDD 2013.
|
class |
GBPRRecommender
Pan and Chen, GBPR: Group Preference Based Bayesian Personalized Ranking for One-Class Collaborative
Filtering, IJCAI 2013.
|
class |
ItemBigramRecommender
Hanna M.
|
class |
LDARecommender
Latent Dirichlet Allocation for implicit feedback: Tom Griffiths, Gibbs sampling in the generative model of
Latent Dirichlet Allocation, 2002.
|
class |
RankALSRecommender
Takacs and Tikk,
Alternating Least Squares for Personalized Ranking
, RecSys 2012.
|
class |
RankSGDRecommender
Jahrer and Toscher, Collaborative Filtering Ensemble for Ranking, JMLR, 2012 (KDD Cup 2011 Track 2).
|
class |
SLIMRecommender
Xia Ning and George Karypis, SLIM: Sparse Linear Methods for Top-N Recommender Systems, ICDM 2011.
|
class |
WBPRRecommender
Gantner et al., Bayesian Personalized Ranking for Non-Uniformly Sampled Items, JMLR, 2012.
|
class |
WRMFRecommender
WRMF: Weighted Regularized Matrix Factorization.
|
Modifier and Type | Class and Description |
---|---|
class |
BiasedMFRecommender
Biased Matrix Factorization Recommender
|
class |
FMALSRecommender
Factorization Machine Recommender via Alternating Least Square
|
class |
FMSGDRecommender
Stochastic Gradient Descent with Square Loss
Rendle, Steffen, "Factorization Machines", Proceedings of the 10th IEEE International Conference on Data Mining, 2010
Rendle, Steffen, "Factorization Machines with libFM", ACM Transactions on Intelligent Systems and Technology, 2012
|
class |
MFALSRecommender
The class implementing the Alternating Least Squares algorithm
|
class |
NMFRecommender
Daniel D.
|
class |
SVDPlusPlusRecommender
SVD++ Recommender
|
Modifier and Type | Class and Description |
---|---|
class |
SBPRRecommender
Social Bayesian Personalized Ranking (SBPR)
|
Modifier and Type | Class and Description |
---|---|
class |
RSTERecommender
Hao Ma, Irwin King and Michael R.
|
class |
SocialMFRecommender
Jamali and Ester, A matrix factorization technique with trust propagation for recommendation in social
networks, RecSys 2010.
|
class |
SoRecRecommender
Jamali and Ester, A matrix factorization technique with trust propagation for recommendation in social
networks, RecSys 2010.
|
class |
SoRegRecommender
Hao Ma, Dengyong Zhou, Chao Liu, Michael R.
|
class |
TimeSVDRecommender
TimeSVD++ Recommender
|
class |
TrustMFRecommender
Yang et al., Social Collaborative Filtering by Trust, IJCAI 2013.
|
class |
TrustSVDRecommender
Guo et al., TrustSVD: Collaborative Filtering with Both the Explicit and Implicit Influence of User Trust and
of Item Ratings, AAAI 2015.
|
Modifier and Type | Class and Description |
---|---|
class |
ExternalRecommender
Suppose that you have some predictive ratings (in "pred.txt") generated by an external recommender (e.g., some
recommender of MyMediaLite).
|
class |
PRankDRecommender
Neil Hurley, Personalised ranking with diversity, RecSys 2013.
|
class |
SlopeOneRecommender
Weighted Slope One: Lemire and Maclachlan,
Slope One Predictors for Online Rating-Based Collaborative Filtering
, SDM 2005.
|
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