Matches in SemOpenAlex for { <https://semopenalex.org/work/W3025193846> ?p ?o ?g. }
Showing items 1 to 75 of
75
with 100 items per page.
- W3025193846 abstract "We present two approaches to creating geodemographic classifications using deep neural networks. Both deep neural networks are based on autoencoders, which allow automating dimensionality reduction before clustering. The second approach also introduces the idea of geographic convolution in neural networks, which aims to mirror in the geographical domain the approach of graphical convolution, which has revolutionised image processes in the past decade. To test our approaches, we created a geodemographic classification based on the United Kingdom Census 2011 for the county of Leicestershire and compared it to the official 2011 Output Area Classification. Our results show that the two deep neural networks are successful in creating classifications which are statistically similar to the official classification and demonstrate high cluster homogeneity." @default.
- W3025193846 created "2020-05-21" @default.
- W3025193846 creator A5052646517 @default.
- W3025193846 creator A5061471790 @default.
- W3025193846 date "2020-05-13" @default.
- W3025193846 modified "2023-10-16" @default.
- W3025193846 title "Deep learning geodemographics with autoencoders and geographic convolution" @default.
- W3025193846 hasPublicationYear "2020" @default.
- W3025193846 type Work @default.
- W3025193846 sameAs 3025193846 @default.
- W3025193846 citedByCount "0" @default.
- W3025193846 crossrefType "journal-article" @default.
- W3025193846 hasAuthorship W3025193846A5052646517 @default.
- W3025193846 hasAuthorship W3025193846A5061471790 @default.
- W3025193846 hasConcept C108583219 @default.
- W3025193846 hasConcept C111030470 @default.
- W3025193846 hasConcept C119857082 @default.
- W3025193846 hasConcept C134306372 @default.
- W3025193846 hasConcept C153180895 @default.
- W3025193846 hasConcept C154945302 @default.
- W3025193846 hasConcept C205649164 @default.
- W3025193846 hasConcept C2984842247 @default.
- W3025193846 hasConcept C33923547 @default.
- W3025193846 hasConcept C36503486 @default.
- W3025193846 hasConcept C41008148 @default.
- W3025193846 hasConcept C45347329 @default.
- W3025193846 hasConcept C50644808 @default.
- W3025193846 hasConcept C58640448 @default.
- W3025193846 hasConcept C70518039 @default.
- W3025193846 hasConcept C73555534 @default.
- W3025193846 hasConcept C81363708 @default.
- W3025193846 hasConceptScore W3025193846C108583219 @default.
- W3025193846 hasConceptScore W3025193846C111030470 @default.
- W3025193846 hasConceptScore W3025193846C119857082 @default.
- W3025193846 hasConceptScore W3025193846C134306372 @default.
- W3025193846 hasConceptScore W3025193846C153180895 @default.
- W3025193846 hasConceptScore W3025193846C154945302 @default.
- W3025193846 hasConceptScore W3025193846C205649164 @default.
- W3025193846 hasConceptScore W3025193846C2984842247 @default.
- W3025193846 hasConceptScore W3025193846C33923547 @default.
- W3025193846 hasConceptScore W3025193846C36503486 @default.
- W3025193846 hasConceptScore W3025193846C41008148 @default.
- W3025193846 hasConceptScore W3025193846C45347329 @default.
- W3025193846 hasConceptScore W3025193846C50644808 @default.
- W3025193846 hasConceptScore W3025193846C58640448 @default.
- W3025193846 hasConceptScore W3025193846C70518039 @default.
- W3025193846 hasConceptScore W3025193846C73555534 @default.
- W3025193846 hasConceptScore W3025193846C81363708 @default.
- W3025193846 hasLocation W30251938461 @default.
- W3025193846 hasOpenAccess W3025193846 @default.
- W3025193846 hasPrimaryLocation W30251938461 @default.
- W3025193846 hasRelatedWork W1832367586 @default.
- W3025193846 hasRelatedWork W1936135814 @default.
- W3025193846 hasRelatedWork W2062215326 @default.
- W3025193846 hasRelatedWork W2082452044 @default.
- W3025193846 hasRelatedWork W2083289882 @default.
- W3025193846 hasRelatedWork W2154298271 @default.
- W3025193846 hasRelatedWork W2158090117 @default.
- W3025193846 hasRelatedWork W2168701898 @default.
- W3025193846 hasRelatedWork W2170083822 @default.
- W3025193846 hasRelatedWork W2170850371 @default.
- W3025193846 hasRelatedWork W252325067 @default.
- W3025193846 hasRelatedWork W2554394669 @default.
- W3025193846 hasRelatedWork W2885828758 @default.
- W3025193846 hasRelatedWork W2963824747 @default.
- W3025193846 hasRelatedWork W2973111052 @default.
- W3025193846 hasRelatedWork W3087959902 @default.
- W3025193846 hasRelatedWork W3100321832 @default.
- W3025193846 hasRelatedWork W3110160474 @default.
- W3025193846 hasRelatedWork W3213377187 @default.
- W3025193846 hasRelatedWork W78314878 @default.
- W3025193846 isParatext "false" @default.
- W3025193846 isRetracted "false" @default.
- W3025193846 magId "3025193846" @default.
- W3025193846 workType "article" @default.