Manipulando dados espaciais Fuzzy em R usando o pacote fsr
Autor(a) principal: | |
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Data de Publicação: | 2021 |
Outros Autores: | , , |
Tipo de documento: | Artigo de conferência |
Idioma: | eng |
Título da fonte: | Repositório Institucional da UTFPR (da Universidade Tecnológica Federal do Paraná (RIUT)) |
Texto Completo: | http://repositorio.utfpr.edu.br/jspui/handle/1/30126 https://dl.acm.org/doi/10.1145/3474717.3484255 |
Resumo: | GIS and spatial data science (SDS) tools have been recently ap- proaching each other by establishing bridge technologies between them. R as one of the most prominent programming languages used in SDS projects has been granted access to GIS infrastructure, while R scripts can be integrated and executed in GIS functions. Unfortunately, the treatment of spatial fuzziness has so far not been considered in SDS projects and bridge technologies due to a lack of software packages that can handle fuzzy spatial objects. This paper introduces an R package named for as an implementation of the fuzzy spatial data types, operations, and predicates of the Spatial Plateau Algebra that is based on the abstract Fuzzy Spatial Algebra. This R package solves the problem of constructing fuzzy spatial objects as spatial plateau objects from real datasets and describes how to conduct exploratory spatial data analysis by issuing geomet- ric operations and topological predicates on fuzzy spatial objects. Further, fsr provides the possibility of designing fuzzy spatial in- ference models to discover new findings from fuzzy spatial objects. It optimizes the inference process by deploying the particle swarm optimization to obtain the point locations with the maximum or minimum inferred values that answer a specific user request. |
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2022-11-21T14:40:09Z2022-11-21T14:40:09Z2021-12-17SILVA, Felippe Galdino. Manipulando dados espaciais Fuzzy em R usando o pacote fsr. 2021. Trabalho de Conclusão de Curso (Especialização em Ciência de Dados) – Universidade Tecnológica Federal do Paraná, Dois Vizinhos, 2021.978-1-4503-8664-7http://repositorio.utfpr.edu.br/jspui/handle/1/30126https://dl.acm.org/doi/10.1145/3474717.3484255GIS and spatial data science (SDS) tools have been recently ap- proaching each other by establishing bridge technologies between them. R as one of the most prominent programming languages used in SDS projects has been granted access to GIS infrastructure, while R scripts can be integrated and executed in GIS functions. Unfortunately, the treatment of spatial fuzziness has so far not been considered in SDS projects and bridge technologies due to a lack of software packages that can handle fuzzy spatial objects. This paper introduces an R package named for as an implementation of the fuzzy spatial data types, operations, and predicates of the Spatial Plateau Algebra that is based on the abstract Fuzzy Spatial Algebra. This R package solves the problem of constructing fuzzy spatial objects as spatial plateau objects from real datasets and describes how to conduct exploratory spatial data analysis by issuing geomet- ric operations and topological predicates on fuzzy spatial objects. Further, fsr provides the possibility of designing fuzzy spatial in- ference models to discover new findings from fuzzy spatial objects. It optimizes the inference process by deploying the particle swarm optimization to obtain the point locations with the maximum or minimum inferred values that answer a specific user request.engSIGSPATIAL '21: Anais da 29ª Conferência Internacional sobre Avanços em Sistemas de Informação Geográficahttps://dl.acm.org/doi/10.1145/3474717.3484255Attribution-NonCommercial-ShareAlike 4.0 Internationalhttp://creativecommons.org/licenses/by-nc-sa/4.0/info:eu-repo/semantics/openAccessCNPQ::CIENCIAS EXATAS E DA TERRA::CIENCIA DA COMPUTACAOBanco de dadosSistemas de informação geográficaÁlgebraData basesGeographic information systemsAlgebraManipulando dados espaciais Fuzzy em R usando o pacote fsrHandling Fuzzy spatial data in R using the fsr packageinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/conferenceObjectDois VizinhosBrasil29Carniel, Anderson ChavesSilva, Felippe GaldinoPhilippsen, Juliana StriederSchneider, Markusreponame:Repositório Institucional da UTFPR (da Universidade Tecnológica Federal do Paraná (RIUT))instname:Universidade Tecnológica Federal do Paraná (UTFPR)instacron:UTFPRORIGINALdadosespaciaisfuzzyr.pdfdadosespaciaisfuzzyr.pdfapplication/pdf3127583http://repositorio.utfpr.edu.br:8080/jspui/bitstream/1/30126/1/dadosespaciaisfuzzyr.pdfa653d87ea0eb15894777a63bb22202caMD51CC-LICENSElicense_rdflicense_rdfapplication/rdf+xml; charset=utf-81031http://repositorio.utfpr.edu.br:8080/jspui/bitstream/1/30126/2/license_rdf934f4ca17e109e0a05eaeaba504d7ce4MD52LICENSElicense.txtlicense.txttext/plain; charset=utf-81290http://repositorio.utfpr.edu.br:8080/jspui/bitstream/1/30126/3/license.txtb9d82215ab23456fa2d8b49c5df1b95bMD53TEXTdadosespaciaisfuzzyr.pdf.txtdadosespaciaisfuzzyr.pdf.txtExtracted texttext/plain67164http://repositorio.utfpr.edu.br:8080/jspui/bitstream/1/30126/4/dadosespaciaisfuzzyr.pdf.txtc670cb317ccd20500a4da5297fa84568MD54THUMBNAILdadosespaciaisfuzzyr.pdf.jpgdadosespaciaisfuzzyr.pdf.jpgGenerated Thumbnailimage/jpeg1323http://repositorio.utfpr.edu.br:8080/jspui/bitstream/1/30126/5/dadosespaciaisfuzzyr.pdf.jpg5392968f18271b17ad4cdd6fb550e49fMD551/301262022-11-22 04:07:29.568oai:repositorio.utfpr.edu.br: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ório de PublicaçõesPUBhttp://repositorio.utfpr.edu.br:8080/oai/requestopendoar:2022-11-22T06:07:29Repositório Institucional da UTFPR (da Universidade Tecnológica Federal do Paraná (RIUT)) - Universidade Tecnológica Federal do Paraná (UTFPR)false |
dc.title.pt_BR.fl_str_mv |
Manipulando dados espaciais Fuzzy em R usando o pacote fsr |
dc.title.alternative.pt_BR.fl_str_mv |
Handling Fuzzy spatial data in R using the fsr package |
title |
Manipulando dados espaciais Fuzzy em R usando o pacote fsr |
spellingShingle |
Manipulando dados espaciais Fuzzy em R usando o pacote fsr Carniel, Anderson Chaves CNPQ::CIENCIAS EXATAS E DA TERRA::CIENCIA DA COMPUTACAO Banco de dados Sistemas de informação geográfica Álgebra Data bases Geographic information systems Algebra |
title_short |
Manipulando dados espaciais Fuzzy em R usando o pacote fsr |
title_full |
Manipulando dados espaciais Fuzzy em R usando o pacote fsr |
title_fullStr |
Manipulando dados espaciais Fuzzy em R usando o pacote fsr |
title_full_unstemmed |
Manipulando dados espaciais Fuzzy em R usando o pacote fsr |
title_sort |
Manipulando dados espaciais Fuzzy em R usando o pacote fsr |
author |
Carniel, Anderson Chaves |
author_facet |
Carniel, Anderson Chaves Silva, Felippe Galdino Philippsen, Juliana Strieder Schneider, Markus |
author_role |
author |
author2 |
Silva, Felippe Galdino Philippsen, Juliana Strieder Schneider, Markus |
author2_role |
author author author |
dc.contributor.author.fl_str_mv |
Carniel, Anderson Chaves Silva, Felippe Galdino Philippsen, Juliana Strieder Schneider, Markus |
dc.subject.cnpq.fl_str_mv |
CNPQ::CIENCIAS EXATAS E DA TERRA::CIENCIA DA COMPUTACAO |
topic |
CNPQ::CIENCIAS EXATAS E DA TERRA::CIENCIA DA COMPUTACAO Banco de dados Sistemas de informação geográfica Álgebra Data bases Geographic information systems Algebra |
dc.subject.por.fl_str_mv |
Banco de dados Sistemas de informação geográfica Álgebra Data bases Geographic information systems Algebra |
description |
GIS and spatial data science (SDS) tools have been recently ap- proaching each other by establishing bridge technologies between them. R as one of the most prominent programming languages used in SDS projects has been granted access to GIS infrastructure, while R scripts can be integrated and executed in GIS functions. Unfortunately, the treatment of spatial fuzziness has so far not been considered in SDS projects and bridge technologies due to a lack of software packages that can handle fuzzy spatial objects. This paper introduces an R package named for as an implementation of the fuzzy spatial data types, operations, and predicates of the Spatial Plateau Algebra that is based on the abstract Fuzzy Spatial Algebra. This R package solves the problem of constructing fuzzy spatial objects as spatial plateau objects from real datasets and describes how to conduct exploratory spatial data analysis by issuing geomet- ric operations and topological predicates on fuzzy spatial objects. Further, fsr provides the possibility of designing fuzzy spatial in- ference models to discover new findings from fuzzy spatial objects. It optimizes the inference process by deploying the particle swarm optimization to obtain the point locations with the maximum or minimum inferred values that answer a specific user request. |
publishDate |
2021 |
dc.date.issued.fl_str_mv |
2021-12-17 |
dc.date.accessioned.fl_str_mv |
2022-11-21T14:40:09Z |
dc.date.available.fl_str_mv |
2022-11-21T14:40:09Z |
dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
dc.type.driver.fl_str_mv |
info:eu-repo/semantics/conferenceObject |
format |
conferenceObject |
status_str |
publishedVersion |
dc.identifier.citation.fl_str_mv |
SILVA, Felippe Galdino. Manipulando dados espaciais Fuzzy em R usando o pacote fsr. 2021. Trabalho de Conclusão de Curso (Especialização em Ciência de Dados) – Universidade Tecnológica Federal do Paraná, Dois Vizinhos, 2021. |
dc.identifier.uri.fl_str_mv |
http://repositorio.utfpr.edu.br/jspui/handle/1/30126 |
dc.identifier.isbn.pt_BR.fl_str_mv |
978-1-4503-8664-7 |
dc.identifier.doi.pt_BR.fl_str_mv |
https://dl.acm.org/doi/10.1145/3474717.3484255 |
identifier_str_mv |
SILVA, Felippe Galdino. Manipulando dados espaciais Fuzzy em R usando o pacote fsr. 2021. Trabalho de Conclusão de Curso (Especialização em Ciência de Dados) – Universidade Tecnológica Federal do Paraná, Dois Vizinhos, 2021. 978-1-4503-8664-7 |
url |
http://repositorio.utfpr.edu.br/jspui/handle/1/30126 https://dl.acm.org/doi/10.1145/3474717.3484255 |
dc.language.iso.fl_str_mv |
eng |
language |
eng |
dc.relation.ispartof.pt_BR.fl_str_mv |
SIGSPATIAL '21: Anais da 29ª Conferência Internacional sobre Avanços em Sistemas de Informação Geográfica |
dc.relation.uri.pt_BR.fl_str_mv |
https://dl.acm.org/doi/10.1145/3474717.3484255 |
dc.rights.driver.fl_str_mv |
Attribution-NonCommercial-ShareAlike 4.0 International http://creativecommons.org/licenses/by-nc-sa/4.0/ info:eu-repo/semantics/openAccess |
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Attribution-NonCommercial-ShareAlike 4.0 International http://creativecommons.org/licenses/by-nc-sa/4.0/ |
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openAccess |
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Dois Vizinhos |
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Brasil |
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