Matches in SemOpenAlex for { <https://semopenalex.org/work/W3045123789> ?p ?o ?g. }
Showing items 1 to 100 of
100
with 100 items per page.
- W3045123789 abstract "In this research, we combine relational learning with multi-domain to develop a formal framework for a recommendation system. The design of our framework aims at: (i) constructing general rules for recommendations, (ii) providing suggested items with clear and understandable explanations, (iii) delivering a broad range of recommendations including novel and unexpected items. We use relational learning to find all possible relations, including novel relations, and to form the general rules for recommendations. Each rule is represented in relational logic, a formal language, associating with probability. The rules are used to suggest the items, in any domain, to the user whose preferences or other properties satisfy the conditions of the rule. The information described by the rule serves as an explanation for the suggested item. It states clearly why the items are chosen for the users. The explanation is in if-then logical format which is unambiguous, less redundant and more concise compared to a natural language used in other explanation recommendation systems. The explanation itself can help persuade the user to try out the suggested items, and the associated probability can drive the user to make a decision easier and faster with more confidence. Incorporating information or knowledge from multiple domains allows us to broaden our search space and provides us with more opportunities to discover items which are previously unseen or surprised to a user resulting in a wide range of recommendations. The experiment results show that our proposed algorithm is very promising. Although the quality of recommendations provided by our framework is moderate, our framework does produce interesting recommendations not found in the primitive single-domain based system and with simple and understandable explanations." @default.
- W3045123789 created "2020-07-29" @default.
- W3045123789 creator A5002214819 @default.
- W3045123789 creator A5064345096 @default.
- W3045123789 creator A5075653507 @default.
- W3045123789 date "2020-12-18" @default.
- W3045123789 modified "2023-09-23" @default.
- W3045123789 title "Explainable and unexpectable recommendations using relational learning on multiple domains" @default.
- W3045123789 cites W1487958107 @default.
- W3045123789 cites W1965583749 @default.
- W3045123789 cites W1968397045 @default.
- W3045123789 cites W2009718036 @default.
- W3045123789 cites W2011399509 @default.
- W3045123789 cites W2027731328 @default.
- W3045123789 cites W2036490790 @default.
- W3045123789 cites W2061859415 @default.
- W3045123789 cites W2100171245 @default.
- W3045123789 cites W2102982709 @default.
- W3045123789 cites W2116354394 @default.
- W3045123789 cites W2126159342 @default.
- W3045123789 cites W2134584261 @default.
- W3045123789 cites W2142144955 @default.
- W3045123789 cites W2161676175 @default.
- W3045123789 cites W2223821166 @default.
- W3045123789 cites W2510906045 @default.
- W3045123789 cites W2762460055 @default.
- W3045123789 cites W2763172566 @default.
- W3045123789 cites W2945623882 @default.
- W3045123789 cites W2962895701 @default.
- W3045123789 cites W4233046639 @default.
- W3045123789 cites W4297971002 @default.
- W3045123789 cites W4299679152 @default.
- W3045123789 cites W47192650 @default.
- W3045123789 doi "https://doi.org/10.3233/ida-194729" @default.
- W3045123789 hasPublicationYear "2020" @default.
- W3045123789 type Work @default.
- W3045123789 sameAs 3045123789 @default.
- W3045123789 citedByCount "0" @default.
- W3045123789 crossrefType "journal-article" @default.
- W3045123789 hasAuthorship W3045123789A5002214819 @default.
- W3045123789 hasAuthorship W3045123789A5064345096 @default.
- W3045123789 hasAuthorship W3045123789A5075653507 @default.
- W3045123789 hasBestOaLocation W30451237892 @default.
- W3045123789 hasConcept C107457646 @default.
- W3045123789 hasConcept C111472728 @default.
- W3045123789 hasConcept C111919701 @default.
- W3045123789 hasConcept C134306372 @default.
- W3045123789 hasConcept C138885662 @default.
- W3045123789 hasConcept C154945302 @default.
- W3045123789 hasConcept C159985019 @default.
- W3045123789 hasConcept C177877439 @default.
- W3045123789 hasConcept C192562407 @default.
- W3045123789 hasConcept C195324797 @default.
- W3045123789 hasConcept C204321447 @default.
- W3045123789 hasConcept C204323151 @default.
- W3045123789 hasConcept C23123220 @default.
- W3045123789 hasConcept C2778572836 @default.
- W3045123789 hasConcept C2779530757 @default.
- W3045123789 hasConcept C33923547 @default.
- W3045123789 hasConcept C36503486 @default.
- W3045123789 hasConcept C41008148 @default.
- W3045123789 hasConcept C5655090 @default.
- W3045123789 hasConceptScore W3045123789C107457646 @default.
- W3045123789 hasConceptScore W3045123789C111472728 @default.
- W3045123789 hasConceptScore W3045123789C111919701 @default.
- W3045123789 hasConceptScore W3045123789C134306372 @default.
- W3045123789 hasConceptScore W3045123789C138885662 @default.
- W3045123789 hasConceptScore W3045123789C154945302 @default.
- W3045123789 hasConceptScore W3045123789C159985019 @default.
- W3045123789 hasConceptScore W3045123789C177877439 @default.
- W3045123789 hasConceptScore W3045123789C192562407 @default.
- W3045123789 hasConceptScore W3045123789C195324797 @default.
- W3045123789 hasConceptScore W3045123789C204321447 @default.
- W3045123789 hasConceptScore W3045123789C204323151 @default.
- W3045123789 hasConceptScore W3045123789C23123220 @default.
- W3045123789 hasConceptScore W3045123789C2778572836 @default.
- W3045123789 hasConceptScore W3045123789C2779530757 @default.
- W3045123789 hasConceptScore W3045123789C33923547 @default.
- W3045123789 hasConceptScore W3045123789C36503486 @default.
- W3045123789 hasConceptScore W3045123789C41008148 @default.
- W3045123789 hasConceptScore W3045123789C5655090 @default.
- W3045123789 hasLocation W30451237891 @default.
- W3045123789 hasLocation W30451237892 @default.
- W3045123789 hasLocation W30451237893 @default.
- W3045123789 hasOpenAccess W3045123789 @default.
- W3045123789 hasPrimaryLocation W30451237891 @default.
- W3045123789 hasRelatedWork W10972377 @default.
- W3045123789 hasRelatedWork W11675957 @default.
- W3045123789 hasRelatedWork W12517311 @default.
- W3045123789 hasRelatedWork W12643476 @default.
- W3045123789 hasRelatedWork W14478317 @default.
- W3045123789 hasRelatedWork W147329 @default.
- W3045123789 hasRelatedWork W1776275 @default.
- W3045123789 hasRelatedWork W4631177 @default.
- W3045123789 hasRelatedWork W6282671 @default.
- W3045123789 hasRelatedWork W9230629 @default.
- W3045123789 isParatext "false" @default.
- W3045123789 isRetracted "false" @default.
- W3045123789 magId "3045123789" @default.
- W3045123789 workType "article" @default.