Manipulando dados espaciais Fuzzy em R usando o pacote fsr

Detalhes bibliográficos
Autor(a) principal: Carniel, Anderson Chaves
Data de Publicação: 2021
Outros Autores: Silva, Felippe Galdino, Philippsen, Juliana Strieder, Schneider, Markus
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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spelling 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
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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
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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
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http://creativecommons.org/licenses/by-nc-sa/4.0/
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http://creativecommons.org/licenses/by-nc-sa/4.0/
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