FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2267735350> ?p ?o ?g. }

• W2267735350 endingPage "30" @default.
• W2267735350 startingPage "1" @default.
• W2267735350 abstract "Collaborative filtering (CF) models offer users personalized recommendations by measuring the relevance between the active user and each individual candidate item. Following this idea, user-based collaborative filtering (UCF) usually selects the local popular items from the like-minded neighbor users. However, these traditional relevance-based models only consider the individuals (i.e., each neighbor user and candidate item) separately during neighbor set selection and recommendation set generation, thus usually incurring highly similar recommendations that lack diversity. While many researchers have recognized the importance of diversified recommendations, the proposed solutions either needed additional semantic information of items or decreased accuracy in this process. In this article, we describe how to generate both accurate and diversified recommendations from a new perspective. Along this line, we first introduce a simple measure of coverage that quantifies the usefulness of the whole set, that is, the neighbor userset and the recommended itemset as a complete entity. Then we propose a recommendation framework named REC that considers both traditional relevance-based scores and the new coverage measure based on UCF. Under REC, we further prove that the goals of maximizing relevance and coverage measures simultaneously in both the neighbor set selection step and the recommendation set generation step are NP-hard. Luckily, we can solve them effectively and efficiently by exploiting the inherent submodular property. Furthermore, we generalize the coverage notion and the REC framework from both a data perspective and an algorithm perspective. Finally, extensive experimental results on three real-world datasets show that the REC-based recommendation models can naturally generate more diversified recommendations without decreasing accuracy compared to some state-of-the-art models." @default.
• W2267735350 created "2016-06-24" @default.
• W2267735350 creator A5024598580 @default.
• W2267735350 creator A5048237545 @default.
• W2267735350 creator A5053345000 @default.
• W2267735350 creator A5080651072 @default.
• W2267735350 creator A5085028455 @default.
• W2267735350 creator A5091902436 @default.
• W2267735350 date "2016-02-01" @default.
• W2267735350 modified "2023-09-25" @default.
• W2267735350 title "Relevance Meets Coverage" @default.
• W2267735350 cites W1680189815 @default.
• W2267735350 cites W1965355809 @default.
• W2267735350 cites W1967787801 @default.
• W2267735350 cites W1971040550 @default.
• W2267735350 cites W1973315504 @default.
• W2267735350 cites W1990313671 @default.
• W2267735350 cites W1994389483 @default.
• W2267735350 cites W1996283866 @default.
• W2267735350 cites W2007636657 @default.
• W2267735350 cites W2018936209 @default.
• W2267735350 cites W2023188792 @default.
• W2267735350 cites W2028602070 @default.
• W2267735350 cites W2033201131 @default.
• W2267735350 cites W2042281163 @default.
• W2267735350 cites W2045563097 @default.
• W2267735350 cites W2049670925 @default.
• W2267735350 cites W2054141820 @default.
• W2267735350 cites W2055421030 @default.
• W2267735350 cites W2061212083 @default.
• W2267735350 cites W2061820396 @default.
• W2267735350 cites W2069362824 @default.
• W2267735350 cites W2073110021 @default.
• W2267735350 cites W2097951507 @default.
• W2267735350 cites W2100235918 @default.
• W2267735350 cites W2100597616 @default.
• W2267735350 cites W2101613442 @default.
• W2267735350 cites W2101713524 @default.
• W2267735350 cites W2103186657 @default.
• W2267735350 cites W2119856161 @default.
• W2267735350 cites W2122516730 @default.
• W2267735350 cites W2123427850 @default.
• W2267735350 cites W2127734848 @default.
• W2267735350 cites W2132881168 @default.
• W2267735350 cites W2140942692 @default.
• W2267735350 cites W2141403143 @default.
• W2267735350 cites W2142144955 @default.
• W2267735350 cites W2143996311 @default.
• W2267735350 cites W2144807535 @default.
• W2267735350 cites W2147589600 @default.
• W2267735350 cites W2153578526 @default.
• W2267735350 cites W2155912844 @default.
• W2267735350 cites W2171960770 @default.
• W2267735350 cites W4232980324 @default.
• W2267735350 doi "https://doi.org/10.1145/2700496" @default.
• W2267735350 hasPublicationYear "2016" @default.
• W2267735350 type Work @default.
• W2267735350 sameAs 2267735350 @default.
• W2267735350 citedByCount "43" @default.
• W2267735350 countsByYear W22677353502016 @default.
• W2267735350 countsByYear W22677353502017 @default.
• W2267735350 countsByYear W22677353502018 @default.
• W2267735350 countsByYear W22677353502019 @default.
• W2267735350 countsByYear W22677353502020 @default.
• W2267735350 countsByYear W22677353502021 @default.
• W2267735350 countsByYear W22677353502022 @default.
• W2267735350 countsByYear W22677353502023 @default.
• W2267735350 crossrefType "journal-article" @default.
• W2267735350 hasAuthorship W2267735350A5024598580 @default.
• W2267735350 hasAuthorship W2267735350A5048237545 @default.
• W2267735350 hasAuthorship W2267735350A5053345000 @default.
• W2267735350 hasAuthorship W2267735350A5080651072 @default.
• W2267735350 hasAuthorship W2267735350A5085028455 @default.
• W2267735350 hasAuthorship W2267735350A5091902436 @default.
• W2267735350 hasConcept C111919701 @default.
• W2267735350 hasConcept C114614502 @default.
• W2267735350 hasConcept C119857082 @default.
• W2267735350 hasConcept C124101348 @default.
• W2267735350 hasConcept C12713177 @default.
• W2267735350 hasConcept C154945302 @default.
• W2267735350 hasConcept C158154518 @default.
• W2267735350 hasConcept C177264268 @default.
• W2267735350 hasConcept C17744445 @default.
• W2267735350 hasConcept C178621042 @default.
• W2267735350 hasConcept C199360897 @default.
• W2267735350 hasConcept C199539241 @default.
• W2267735350 hasConcept C21569690 @default.
• W2267735350 hasConcept C23123220 @default.
• W2267735350 hasConcept C2780009758 @default.
• W2267735350 hasConcept C33923547 @default.
• W2267735350 hasConcept C41008148 @default.
• W2267735350 hasConcept C557471498 @default.
• W2267735350 hasConcept C81917197 @default.
• W2267735350 hasConcept C98045186 @default.
• W2267735350 hasConceptScore W2267735350C111919701 @default.
• W2267735350 hasConceptScore W2267735350C114614502 @default.
• W2267735350 hasConceptScore W2267735350C119857082 @default.
• W2267735350 hasConceptScore W2267735350C124101348 @default.

• next