Matches in SemOpenAlex for { <https://semopenalex.org/work/W2787773448> ?p ?o ?g. }
Showing items 1 to 81 of
81
with 100 items per page.
- W2787773448 abstract "This paper proposes a new model for the rating prediction task in recommender systems which significantly outperforms previous state-of-the art models on a time-split Netflix data set. Our model is based on deep autoencoder with 6 layers and is trained end-to-end without any layer-wise pre-training. We empirically demonstrate that: a) deep autoencoder models generalize much better than the shallow ones, b) non-linear activation functions with negative parts are crucial for training deep models, and c) heavy use of regularization techniques such as dropout is necessary to prevent over-fitting. We also propose a new training algorithm based on iterative output re-feeding to overcome natural sparseness of collaborate filtering. The new algorithm significantly speeds up training and improves model performance. Our code is publicly available." @default.
- W2787773448 created "2018-02-23" @default.
- W2787773448 creator A5032957280 @default.
- W2787773448 creator A5048403564 @default.
- W2787773448 date "2018-02-15" @default.
- W2787773448 modified "2023-09-27" @default.
- W2787773448 title "Training Deep AutoEncoders for Recommender Systems" @default.
- W2787773448 hasPublicationYear "2018" @default.
- W2787773448 type Work @default.
- W2787773448 sameAs 2787773448 @default.
- W2787773448 citedByCount "0" @default.
- W2787773448 crossrefType "journal-article" @default.
- W2787773448 hasAuthorship W2787773448A5032957280 @default.
- W2787773448 hasAuthorship W2787773448A5048403564 @default.
- W2787773448 hasConcept C101738243 @default.
- W2787773448 hasConcept C108583219 @default.
- W2787773448 hasConcept C119857082 @default.
- W2787773448 hasConcept C121332964 @default.
- W2787773448 hasConcept C127413603 @default.
- W2787773448 hasConcept C153294291 @default.
- W2787773448 hasConcept C154945302 @default.
- W2787773448 hasConcept C177264268 @default.
- W2787773448 hasConcept C199360897 @default.
- W2787773448 hasConcept C201995342 @default.
- W2787773448 hasConcept C21569690 @default.
- W2787773448 hasConcept C2776135515 @default.
- W2787773448 hasConcept C2776145597 @default.
- W2787773448 hasConcept C2776760102 @default.
- W2787773448 hasConcept C2777211547 @default.
- W2787773448 hasConcept C2780451532 @default.
- W2787773448 hasConcept C2984842247 @default.
- W2787773448 hasConcept C41008148 @default.
- W2787773448 hasConcept C51632099 @default.
- W2787773448 hasConcept C557471498 @default.
- W2787773448 hasConceptScore W2787773448C101738243 @default.
- W2787773448 hasConceptScore W2787773448C108583219 @default.
- W2787773448 hasConceptScore W2787773448C119857082 @default.
- W2787773448 hasConceptScore W2787773448C121332964 @default.
- W2787773448 hasConceptScore W2787773448C127413603 @default.
- W2787773448 hasConceptScore W2787773448C153294291 @default.
- W2787773448 hasConceptScore W2787773448C154945302 @default.
- W2787773448 hasConceptScore W2787773448C177264268 @default.
- W2787773448 hasConceptScore W2787773448C199360897 @default.
- W2787773448 hasConceptScore W2787773448C201995342 @default.
- W2787773448 hasConceptScore W2787773448C21569690 @default.
- W2787773448 hasConceptScore W2787773448C2776135515 @default.
- W2787773448 hasConceptScore W2787773448C2776145597 @default.
- W2787773448 hasConceptScore W2787773448C2776760102 @default.
- W2787773448 hasConceptScore W2787773448C2777211547 @default.
- W2787773448 hasConceptScore W2787773448C2780451532 @default.
- W2787773448 hasConceptScore W2787773448C2984842247 @default.
- W2787773448 hasConceptScore W2787773448C41008148 @default.
- W2787773448 hasConceptScore W2787773448C51632099 @default.
- W2787773448 hasConceptScore W2787773448C557471498 @default.
- W2787773448 hasLocation W27877734481 @default.
- W2787773448 hasOpenAccess W2787773448 @default.
- W2787773448 hasPrimaryLocation W27877734481 @default.
- W2787773448 hasRelatedWork W1617630444 @default.
- W2787773448 hasRelatedWork W193255932 @default.
- W2787773448 hasRelatedWork W2065652296 @default.
- W2787773448 hasRelatedWork W2242592454 @default.
- W2787773448 hasRelatedWork W2269675680 @default.
- W2787773448 hasRelatedWork W2480810295 @default.
- W2787773448 hasRelatedWork W2697897504 @default.
- W2787773448 hasRelatedWork W2743992351 @default.
- W2787773448 hasRelatedWork W2896295604 @default.
- W2787773448 hasRelatedWork W2897230420 @default.
- W2787773448 hasRelatedWork W2952102627 @default.
- W2787773448 hasRelatedWork W2962794560 @default.
- W2787773448 hasRelatedWork W2966819461 @default.
- W2787773448 hasRelatedWork W3017093278 @default.
- W2787773448 hasRelatedWork W3093400437 @default.
- W2787773448 hasRelatedWork W3106369320 @default.
- W2787773448 hasRelatedWork W3185421118 @default.
- W2787773448 hasRelatedWork W3200086795 @default.
- W2787773448 hasRelatedWork W3204372361 @default.
- W2787773448 hasRelatedWork W3204416478 @default.
- W2787773448 isParatext "false" @default.
- W2787773448 isRetracted "false" @default.
- W2787773448 magId "2787773448" @default.
- W2787773448 workType "article" @default.