Matches in SemOpenAlex for { <https://semopenalex.org/work/W2893359107> ?p ?o ?g. }
Showing items 1 to 93 of
93
with 100 items per page.
- W2893359107 abstract "'Explicit' and 'implicit' feedback in recommender systems have been studied for many years, as two relatively isolated areas. However many real-world systems involve a spectrum of both implicit and explicit signals, ranging from clicks and purchases, to ratings and reviews. A natural question is whether implicit signals (which are dense but noisy) might help to predict explicit signals (which are sparse but reliable), or vice versa. Thus in this paper, we propose an item recommendation framework which jointly models this full spectrum of interactions. Our main observation is that in many settings, feedback signals exhibit monotonic dependency structures, i.e., any signal necessarily implies the presence of a weaker (or more implicit) signal (a 'review' action implies a 'purchase' action, which implies a 'click' action, etc.). We refer to these structures as 'monotonic behavior chains,' for which we develop new algorithms that exploit these dependencies. Using several new and existing datasets that exhibit a variety of feedback types, we demonstrate the quantitative performance of our approaches. We also perform qualitative analysis to uncover the relationships between different stages of implicit vs. explicit signals." @default.
- W2893359107 created "2018-10-05" @default.
- W2893359107 creator A5021827617 @default.
- W2893359107 creator A5046172814 @default.
- W2893359107 date "2018-09-27" @default.
- W2893359107 modified "2023-10-17" @default.
- W2893359107 title "Item recommendation on monotonic behavior chains" @default.
- W2893359107 cites W2013764932 @default.
- W2893359107 cites W2041105601 @default.
- W2893359107 cites W2047109571 @default.
- W2893359107 cites W2053473945 @default.
- W2893359107 cites W2054141820 @default.
- W2893359107 cites W2088621849 @default.
- W2893359107 cites W2101409192 @default.
- W2893359107 cites W2119741678 @default.
- W2893359107 cites W2124074612 @default.
- W2893359107 cites W2124187902 @default.
- W2893359107 cites W2605350416 @default.
- W2893359107 cites W2618784171 @default.
- W2893359107 cites W2734755249 @default.
- W2893359107 cites W2736572352 @default.
- W2893359107 cites W2741544350 @default.
- W2893359107 cites W2771332840 @default.
- W2893359107 cites W2783118243 @default.
- W2893359107 doi "https://doi.org/10.1145/3240323.3240369" @default.
- W2893359107 hasPublicationYear "2018" @default.
- W2893359107 type Work @default.
- W2893359107 sameAs 2893359107 @default.
- W2893359107 citedByCount "122" @default.
- W2893359107 countsByYear W28933591072018 @default.
- W2893359107 countsByYear W28933591072019 @default.
- W2893359107 countsByYear W28933591072020 @default.
- W2893359107 countsByYear W28933591072021 @default.
- W2893359107 countsByYear W28933591072022 @default.
- W2893359107 countsByYear W28933591072023 @default.
- W2893359107 crossrefType "proceedings-article" @default.
- W2893359107 hasAuthorship W2893359107A5021827617 @default.
- W2893359107 hasAuthorship W2893359107A5046172814 @default.
- W2893359107 hasConcept C11413529 @default.
- W2893359107 hasConcept C119857082 @default.
- W2893359107 hasConcept C121332964 @default.
- W2893359107 hasConcept C124101348 @default.
- W2893359107 hasConcept C134306372 @default.
- W2893359107 hasConcept C136197465 @default.
- W2893359107 hasConcept C154945302 @default.
- W2893359107 hasConcept C165696696 @default.
- W2893359107 hasConcept C19768560 @default.
- W2893359107 hasConcept C199360897 @default.
- W2893359107 hasConcept C2779843651 @default.
- W2893359107 hasConcept C2780791683 @default.
- W2893359107 hasConcept C33923547 @default.
- W2893359107 hasConcept C38652104 @default.
- W2893359107 hasConcept C41008148 @default.
- W2893359107 hasConcept C557471498 @default.
- W2893359107 hasConcept C62520636 @default.
- W2893359107 hasConcept C72169020 @default.
- W2893359107 hasConcept C80444323 @default.
- W2893359107 hasConceptScore W2893359107C11413529 @default.
- W2893359107 hasConceptScore W2893359107C119857082 @default.
- W2893359107 hasConceptScore W2893359107C121332964 @default.
- W2893359107 hasConceptScore W2893359107C124101348 @default.
- W2893359107 hasConceptScore W2893359107C134306372 @default.
- W2893359107 hasConceptScore W2893359107C136197465 @default.
- W2893359107 hasConceptScore W2893359107C154945302 @default.
- W2893359107 hasConceptScore W2893359107C165696696 @default.
- W2893359107 hasConceptScore W2893359107C19768560 @default.
- W2893359107 hasConceptScore W2893359107C199360897 @default.
- W2893359107 hasConceptScore W2893359107C2779843651 @default.
- W2893359107 hasConceptScore W2893359107C2780791683 @default.
- W2893359107 hasConceptScore W2893359107C33923547 @default.
- W2893359107 hasConceptScore W2893359107C38652104 @default.
- W2893359107 hasConceptScore W2893359107C41008148 @default.
- W2893359107 hasConceptScore W2893359107C557471498 @default.
- W2893359107 hasConceptScore W2893359107C62520636 @default.
- W2893359107 hasConceptScore W2893359107C72169020 @default.
- W2893359107 hasConceptScore W2893359107C80444323 @default.
- W2893359107 hasLocation W28933591071 @default.
- W2893359107 hasOpenAccess W2893359107 @default.
- W2893359107 hasPrimaryLocation W28933591071 @default.
- W2893359107 hasRelatedWork W144387705 @default.
- W2893359107 hasRelatedWork W147489498 @default.
- W2893359107 hasRelatedWork W2097970636 @default.
- W2893359107 hasRelatedWork W2294569909 @default.
- W2893359107 hasRelatedWork W2755763331 @default.
- W2893359107 hasRelatedWork W2883883483 @default.
- W2893359107 hasRelatedWork W2893359107 @default.
- W2893359107 hasRelatedWork W2942148816 @default.
- W2893359107 hasRelatedWork W3097819776 @default.
- W2893359107 hasRelatedWork W810641661 @default.
- W2893359107 isParatext "false" @default.
- W2893359107 isRetracted "false" @default.
- W2893359107 magId "2893359107" @default.
- W2893359107 workType "article" @default.