FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3100466726> ?p ?o ?g. }

• W3100466726 endingPage "2807" @default.
• W3100466726 startingPage "2791" @default.
• W3100466726 abstract "Although popularly used in big-data analytics, dimensionality reduction is a complex, black-box technique whose outcome is difficult to interpret and evaluate. In recent years, a number of quantitative and visual methods have been proposed for analyzing low-dimensional embeddings. On the one hand, quantitative methods associate numeric identifiers to qualitative characteristics of these embeddings; and, on the other hand, visual techniques allow users to interactively explore these embeddings and make decisions. However, in the former case, users do not have control over the analysis, while in the latter case. assessment decisions are entirely dependent on the user's perception and expertise. In order to bridge the gap between the two, in this article, we present VisExPreS, a visual interactive toolkit that enables a user-driven assessment of low-dimensional embeddings. VisExPreS is based on three novel techniques namely PG-LAPS, PG-GAPS, and RepSubset, that generate interpretable explanations of the preserved local and global structures in embeddings. In the first two techniques, the VisExPreS system proactively guides users during every step of the analysis. We demonstrate the utility of VisExPreS in interpreting, analyzing, and evaluating embeddings from different dimensionality reduction algorithms using multiple case studies and an extensive user study." @default.
• W3100466726 created "2020-11-23" @default.
• W3100466726 creator A5022645420 @default.
• W3100466726 creator A5030495591 @default.
• W3100466726 creator A5031825849 @default.
• W3100466726 creator A5032311062 @default.
• W3100466726 date "2022-07-01" @default.
• W3100466726 modified "2023-09-26" @default.
• W3100466726 title "VisExPreS: A Visual Interactive Toolkit for User-Driven Evaluations of Embeddings" @default.
• W3100466726 cites W1608373179 @default.
• W3100466726 cites W1945230793 @default.
• W3100466726 cites W1980682231 @default.
• W3100466726 cites W1988136721 @default.
• W3100466726 cites W1997780235 @default.
• W3100466726 cites W2004650231 @default.
• W3100466726 cites W2012343510 @default.
• W3100466726 cites W2017422910 @default.
• W3100466726 cites W2018342164 @default.
• W3100466726 cites W2039305743 @default.
• W3100466726 cites W2044842931 @default.
• W3100466726 cites W2056884786 @default.
• W3100466726 cites W2079272025 @default.
• W3100466726 cites W2088323702 @default.
• W3100466726 cites W2088387982 @default.
• W3100466726 cites W2092300136 @default.
• W3100466726 cites W2092927559 @default.
• W3100466726 cites W2104343831 @default.
• W3100466726 cites W2113637789 @default.
• W3100466726 cites W2129201001 @default.
• W3100466726 cites W2154065302 @default.
• W3100466726 cites W2162825485 @default.
• W3100466726 cites W2163825541 @default.
• W3100466726 cites W2177887065 @default.
• W3100466726 cites W2282821441 @default.
• W3100466726 cites W2575781893 @default.
• W3100466726 cites W2753615759 @default.
• W3100466726 cites W2807795618 @default.
• W3100466726 cites W2888244365 @default.
• W3100466726 cites W2888349662 @default.
• W3100466726 cites W2902652978 @default.
• W3100466726 cites W2911345638 @default.
• W3100466726 cites W2975605169 @default.
• W3100466726 cites W2986308225 @default.
• W3100466726 cites W3008530788 @default.
• W3100466726 cites W3039650164 @default.
• W3100466726 doi "https://doi.org/10.1109/tvcg.2020.3039106" @default.
• W3100466726 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/33211658" @default.
• W3100466726 hasPublicationYear "2022" @default.
• W3100466726 type Work @default.
• W3100466726 sameAs 3100466726 @default.
• W3100466726 citedByCount "3" @default.
• W3100466726 countsByYear W31004667262021 @default.
• W3100466726 countsByYear W31004667262022 @default.
• W3100466726 countsByYear W31004667262023 @default.
• W3100466726 crossrefType "journal-article" @default.
• W3100466726 hasAuthorship W3100466726A5022645420 @default.
• W3100466726 hasAuthorship W3100466726A5030495591 @default.
• W3100466726 hasAuthorship W3100466726A5031825849 @default.
• W3100466726 hasAuthorship W3100466726A5032311062 @default.
• W3100466726 hasConcept C100776233 @default.
• W3100466726 hasConcept C107457646 @default.
• W3100466726 hasConcept C124101348 @default.
• W3100466726 hasConcept C126322002 @default.
• W3100466726 hasConcept C154504017 @default.
• W3100466726 hasConcept C154945302 @default.
• W3100466726 hasConcept C199360897 @default.
• W3100466726 hasConcept C23123220 @default.
• W3100466726 hasConcept C36464697 @default.
• W3100466726 hasConcept C41008148 @default.
• W3100466726 hasConcept C59732488 @default.
• W3100466726 hasConcept C70518039 @default.
• W3100466726 hasConcept C71924100 @default.
• W3100466726 hasConcept C79158427 @default.
• W3100466726 hasConcept C99740376 @default.
• W3100466726 hasConceptScore W3100466726C100776233 @default.
• W3100466726 hasConceptScore W3100466726C107457646 @default.
• W3100466726 hasConceptScore W3100466726C124101348 @default.
• W3100466726 hasConceptScore W3100466726C126322002 @default.
• W3100466726 hasConceptScore W3100466726C154504017 @default.
• W3100466726 hasConceptScore W3100466726C154945302 @default.
• W3100466726 hasConceptScore W3100466726C199360897 @default.
• W3100466726 hasConceptScore W3100466726C23123220 @default.
• W3100466726 hasConceptScore W3100466726C36464697 @default.
• W3100466726 hasConceptScore W3100466726C41008148 @default.
• W3100466726 hasConceptScore W3100466726C59732488 @default.
• W3100466726 hasConceptScore W3100466726C70518039 @default.
• W3100466726 hasConceptScore W3100466726C71924100 @default.
• W3100466726 hasConceptScore W3100466726C79158427 @default.
• W3100466726 hasConceptScore W3100466726C99740376 @default.
• W3100466726 hasIssue "7" @default.
• W3100466726 hasLocation W31004667261 @default.
• W3100466726 hasLocation W31004667262 @default.
• W3100466726 hasOpenAccess W3100466726 @default.
• W3100466726 hasPrimaryLocation W31004667261 @default.
• W3100466726 hasRelatedWork W1906453299 @default.
• W3100466726 hasRelatedWork W1970471290 @default.
• W3100466726 hasRelatedWork W2081749267 @default.
• W3100466726 hasRelatedWork W2143428259 @default.

• next