Matches in SemOpenAlex for { <https://semopenalex.org/work/W4313171878> ?p ?o ?g. }
Showing items 1 to 98 of
98
with 100 items per page.
- W4313171878 abstract "Recommendation systems often face the challenge of cold-start problem where the two parties are completely new to the systems. Previous works introduce the integration of side information of items and users into the systems so that they can learn a representation of the inputs with better generalization, thus potentially solving the cold-start problem. However, using users' or items' side information brings another problem to deep learning based collaborative filtering models known as spurious correlations. In this case, deep learning models fail to adequately generalize and simply capture the idiosyncrasies of the training datasets. In short, deep learning models find a ‘short-cut’ created by the hidden bias in the datasets and make the spurious correlations between specific features and the outcome. In this work, we propose the counterfactual constraint on user/item attributes, allowing the systems to avoid hidden bias in the datasets, thus having the robustness and generalization. The goal is to discourage the disruptive distribution change in the prediction when the distribution shift occurs in the user/item attribute spaces. The proposed model compares favorably with conventional baseline on both synthetic and real-world datasets." @default.
- W4313171878 created "2023-01-06" @default.
- W4313171878 creator A5046814508 @default.
- W4313171878 creator A5059870657 @default.
- W4313171878 creator A5081060402 @default.
- W4313171878 creator A5088997652 @default.
- W4313171878 date "2022-07-18" @default.
- W4313171878 modified "2023-09-28" @default.
- W4313171878 title "Causality-aided Recommendation Systems" @default.
- W4313171878 cites W1530276735 @default.
- W4313171878 cites W1542664738 @default.
- W4313171878 cites W1965583749 @default.
- W4313171878 cites W2001530795 @default.
- W4313171878 cites W2043403353 @default.
- W4313171878 cites W2054141820 @default.
- W4313171878 cites W2096206955 @default.
- W4313171878 cites W2137728971 @default.
- W4313171878 cites W2143891888 @default.
- W4313171878 cites W2885036498 @default.
- W4313171878 cites W3089238887 @default.
- W4313171878 cites W3100591234 @default.
- W4313171878 cites W3103310105 @default.
- W4313171878 cites W3106212003 @default.
- W4313171878 doi "https://doi.org/10.1109/ijcnn55064.2022.9892591" @default.
- W4313171878 hasPublicationYear "2022" @default.
- W4313171878 type Work @default.
- W4313171878 citedByCount "0" @default.
- W4313171878 crossrefType "proceedings-article" @default.
- W4313171878 hasAuthorship W4313171878A5046814508 @default.
- W4313171878 hasAuthorship W4313171878A5059870657 @default.
- W4313171878 hasAuthorship W4313171878A5081060402 @default.
- W4313171878 hasAuthorship W4313171878A5088997652 @default.
- W4313171878 hasConcept C104317684 @default.
- W4313171878 hasConcept C108583219 @default.
- W4313171878 hasConcept C108650721 @default.
- W4313171878 hasConcept C111368507 @default.
- W4313171878 hasConcept C111472728 @default.
- W4313171878 hasConcept C119857082 @default.
- W4313171878 hasConcept C124101348 @default.
- W4313171878 hasConcept C12725497 @default.
- W4313171878 hasConcept C127313418 @default.
- W4313171878 hasConcept C134306372 @default.
- W4313171878 hasConcept C138885662 @default.
- W4313171878 hasConcept C154945302 @default.
- W4313171878 hasConcept C177148314 @default.
- W4313171878 hasConcept C17744445 @default.
- W4313171878 hasConcept C185592680 @default.
- W4313171878 hasConcept C199539241 @default.
- W4313171878 hasConcept C21569690 @default.
- W4313171878 hasConcept C2776359362 @default.
- W4313171878 hasConcept C33923547 @default.
- W4313171878 hasConcept C41008148 @default.
- W4313171878 hasConcept C55493867 @default.
- W4313171878 hasConcept C557471498 @default.
- W4313171878 hasConcept C63479239 @default.
- W4313171878 hasConcept C94625758 @default.
- W4313171878 hasConcept C97256817 @default.
- W4313171878 hasConceptScore W4313171878C104317684 @default.
- W4313171878 hasConceptScore W4313171878C108583219 @default.
- W4313171878 hasConceptScore W4313171878C108650721 @default.
- W4313171878 hasConceptScore W4313171878C111368507 @default.
- W4313171878 hasConceptScore W4313171878C111472728 @default.
- W4313171878 hasConceptScore W4313171878C119857082 @default.
- W4313171878 hasConceptScore W4313171878C124101348 @default.
- W4313171878 hasConceptScore W4313171878C12725497 @default.
- W4313171878 hasConceptScore W4313171878C127313418 @default.
- W4313171878 hasConceptScore W4313171878C134306372 @default.
- W4313171878 hasConceptScore W4313171878C138885662 @default.
- W4313171878 hasConceptScore W4313171878C154945302 @default.
- W4313171878 hasConceptScore W4313171878C177148314 @default.
- W4313171878 hasConceptScore W4313171878C17744445 @default.
- W4313171878 hasConceptScore W4313171878C185592680 @default.
- W4313171878 hasConceptScore W4313171878C199539241 @default.
- W4313171878 hasConceptScore W4313171878C21569690 @default.
- W4313171878 hasConceptScore W4313171878C2776359362 @default.
- W4313171878 hasConceptScore W4313171878C33923547 @default.
- W4313171878 hasConceptScore W4313171878C41008148 @default.
- W4313171878 hasConceptScore W4313171878C55493867 @default.
- W4313171878 hasConceptScore W4313171878C557471498 @default.
- W4313171878 hasConceptScore W4313171878C63479239 @default.
- W4313171878 hasConceptScore W4313171878C94625758 @default.
- W4313171878 hasConceptScore W4313171878C97256817 @default.
- W4313171878 hasLocation W43131718781 @default.
- W4313171878 hasOpenAccess W4313171878 @default.
- W4313171878 hasPrimaryLocation W43131718781 @default.
- W4313171878 hasRelatedWork W1479993970 @default.
- W4313171878 hasRelatedWork W1497071005 @default.
- W4313171878 hasRelatedWork W1773619406 @default.
- W4313171878 hasRelatedWork W2075040002 @default.
- W4313171878 hasRelatedWork W2294569909 @default.
- W4313171878 hasRelatedWork W2348159088 @default.
- W4313171878 hasRelatedWork W2377968345 @default.
- W4313171878 hasRelatedWork W2402445420 @default.
- W4313171878 hasRelatedWork W3144453307 @default.
- W4313171878 hasRelatedWork W937687500 @default.
- W4313171878 isParatext "false" @default.
- W4313171878 isRetracted "false" @default.
- W4313171878 workType "article" @default.