FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W880376605> ?p ?o ?g. }

• W880376605 endingPage "8596" @default.
• W880376605 startingPage "8588" @default.
• W880376605 abstract "Understanding and modeling human preferences is one of the key problems in applications ranging from marketing to automated recommendation. In this paper, we focus on learning and analyzing the preferences of consumers regarding food products. In particular, we explore Machine Learning methods that embed consumers and products in an Euclidean space such that their relationship to each other models consumer preferences. In addition to predicting preferences that were not explicitly stated, the Euclidean embedding enables visualization and clustering to understand the overall structure of a population of consumers and their preferences regarding the set of products. Notice that consumers’ clusters are market segments, and products clusters can be seen as groups of similar items with respect to consumer tastes. We explore two types of Euclidean embedding of preferences, one based on inner products and other based on distances. Using a real world dataset about consumers of beef meat, we find that both embeddings produce more accurate models than a tensorial approach that uses a SVM to learn preferences. The reason is that the number of parameters to learned in embeddings can be considerably lower than in the tensorial approach. Furthermore, we demonstrate that the visualization of the learned embeddings provides interesting insights into the structure of the consumer and product space, and that it provides a method for qualitatively explaining consumer preferences. In addition, it is important to emphasize that the approach presented here is flexible enough to allow its use with different levels of knowledge about consumers or products; therefore the application field is very wide to grasp an accurate understanding of consumers’ preferences." @default.
• W880376605 created "2016-06-24" @default.
• W880376605 creator A5014687727 @default.
• W880376605 creator A5032882974 @default.
• W880376605 creator A5049794269 @default.
• W880376605 creator A5050449056 @default.
• W880376605 date "2015-12-01" @default.
• W880376605 modified "2023-10-15" @default.
• W880376605 title "Mapping preferences into Euclidean space" @default.
• W880376605 cites W1976576119 @default.
• W880376605 cites W1989445502 @default.
• W880376605 cites W1994616650 @default.
• W880376605 cites W2033442452 @default.
• W880376605 cites W2048837840 @default.
• W880376605 cites W2054141820 @default.
• W880376605 cites W2057809708 @default.
• W880376605 cites W2063301541 @default.
• W880376605 cites W2064886584 @default.
• W880376605 cites W2069592854 @default.
• W880376605 cites W2094286023 @default.
• W880376605 cites W2102765684 @default.
• W880376605 cites W2125993116 @default.
• W880376605 cites W2148252288 @default.
• W880376605 cites W237298919 @default.
• W880376605 doi "https://doi.org/10.1016/j.eswa.2015.07.013" @default.
• W880376605 hasPublicationYear "2015" @default.
• W880376605 type Work @default.
• W880376605 sameAs 880376605 @default.
• W880376605 citedByCount "8" @default.
• W880376605 countsByYear W8803766052017 @default.
• W880376605 countsByYear W8803766052018 @default.
• W880376605 countsByYear W8803766052019 @default.
• W880376605 countsByYear W8803766052021 @default.
• W880376605 countsByYear W8803766052022 @default.
• W880376605 crossrefType "journal-article" @default.
• W880376605 hasAuthorship W880376605A5014687727 @default.
• W880376605 hasAuthorship W880376605A5032882974 @default.
• W880376605 hasAuthorship W880376605A5049794269 @default.
• W880376605 hasAuthorship W880376605A5050449056 @default.
• W880376605 hasBestOaLocation W8803766052 @default.
• W880376605 hasConcept C111919701 @default.
• W880376605 hasConcept C119857082 @default.
• W880376605 hasConcept C120665830 @default.
• W880376605 hasConcept C121332964 @default.
• W880376605 hasConcept C129782007 @default.
• W880376605 hasConcept C144024400 @default.
• W880376605 hasConcept C149923435 @default.
• W880376605 hasConcept C154945302 @default.
• W880376605 hasConcept C177264268 @default.
• W880376605 hasConcept C17744445 @default.
• W880376605 hasConcept C186450821 @default.
• W880376605 hasConcept C192209626 @default.
• W880376605 hasConcept C199360897 @default.
• W880376605 hasConcept C199539241 @default.
• W880376605 hasConcept C202444582 @default.
• W880376605 hasConcept C2524010 @default.
• W880376605 hasConcept C2778572836 @default.
• W880376605 hasConcept C2779913896 @default.
• W880376605 hasConcept C2908647359 @default.
• W880376605 hasConcept C33923547 @default.
• W880376605 hasConcept C36464697 @default.
• W880376605 hasConcept C41008148 @default.
• W880376605 hasConcept C41608201 @default.
• W880376605 hasConcept C73555534 @default.
• W880376605 hasConcept C90673727 @default.
• W880376605 hasConcept C9652623 @default.
• W880376605 hasConceptScore W880376605C111919701 @default.
• W880376605 hasConceptScore W880376605C119857082 @default.
• W880376605 hasConceptScore W880376605C120665830 @default.
• W880376605 hasConceptScore W880376605C121332964 @default.
• W880376605 hasConceptScore W880376605C129782007 @default.
• W880376605 hasConceptScore W880376605C144024400 @default.
• W880376605 hasConceptScore W880376605C149923435 @default.
• W880376605 hasConceptScore W880376605C154945302 @default.
• W880376605 hasConceptScore W880376605C177264268 @default.
• W880376605 hasConceptScore W880376605C17744445 @default.
• W880376605 hasConceptScore W880376605C186450821 @default.
• W880376605 hasConceptScore W880376605C192209626 @default.
• W880376605 hasConceptScore W880376605C199360897 @default.
• W880376605 hasConceptScore W880376605C199539241 @default.
• W880376605 hasConceptScore W880376605C202444582 @default.
• W880376605 hasConceptScore W880376605C2524010 @default.
• W880376605 hasConceptScore W880376605C2778572836 @default.
• W880376605 hasConceptScore W880376605C2779913896 @default.
• W880376605 hasConceptScore W880376605C2908647359 @default.
• W880376605 hasConceptScore W880376605C33923547 @default.
• W880376605 hasConceptScore W880376605C36464697 @default.
• W880376605 hasConceptScore W880376605C41008148 @default.
• W880376605 hasConceptScore W880376605C41608201 @default.
• W880376605 hasConceptScore W880376605C73555534 @default.
• W880376605 hasConceptScore W880376605C90673727 @default.
• W880376605 hasConceptScore W880376605C9652623 @default.
• W880376605 hasFunder F4320321764 @default.
• W880376605 hasFunder F4320321837 @default.
• W880376605 hasFunder F4320323823 @default.
• W880376605 hasIssue "22" @default.
• W880376605 hasLocation W8803766051 @default.
• W880376605 hasLocation W8803766052 @default.

• next