Association rules for solar flare attributes through hierarchical clustering
This project aims to explore a set of association rules through hierarchical clustering as a way to preprocess the rules. The goal is to have a limited set of association rules based on the creation of groups which would indicate promising rules. The data used in the clustering and the construction...
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| Format: | Online |
| Language: | English |
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Universidade Estadual de Campinas
2019
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| Online Access: | https://econtents.sbu.unicamp.br/eventos/index.php/pibic/article/view/662 |
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| author | Pereira, Jéssica de Farias Silva, Ana Estela Antunes da |
| author_facet | Pereira, Jéssica de Farias Silva, Ana Estela Antunes da |
| author_sort | Pereira, Jéssica de Farias |
| collection | Portal de Eventos Científicos da UNICAMP |
| container_reference | Revista dos Trabalhos de Iniciação Científica da UNICAMP; n. 26 (2018): Congresso de Iniciação Científica Unicamp |
| description | This project aims to explore a set of association rules through hierarchical clustering as a way to preprocess the rules. The goal is to have a limited set of association rules based on the creation of groups which would indicate promising rules. The data used in the clustering and the construction of the rules are parameters of solar flares. For the construction of a proper data set of solar flares, the following actions were done i) choose a set of data; ii) preprocess the data in order to transform categorical data into binary data; iii) create groups by hierarchical clustering; iv) select groups to create association rules; v) apply the rules using an association algorithm; vi) validate the association rules. |
| first_indexed | 2025-10-08T13:51:38Z |
| format | Online |
| id | ojs-article-662 |
| institution | Universidade Estadual de Campinas |
| issn | 2596-1969 |
| language | eng |
| last_indexed | 2025-10-08T13:51:38Z |
| publishDate | 2019 |
| publisher | Universidade Estadual de Campinas |
| record_format | ojs |
| spelling | ojs-article-6622025-09-26T14:32:30Z Association rules for solar flare attributes through hierarchical clustering Pereira, Jéssica de Farias Silva, Ana Estela Antunes da Association rules Hierarchical clustering Solar flares. This project aims to explore a set of association rules through hierarchical clustering as a way to preprocess the rules. The goal is to have a limited set of association rules based on the creation of groups which would indicate promising rules. The data used in the clustering and the construction of the rules are parameters of solar flares. For the construction of a proper data set of solar flares, the following actions were done i) choose a set of data; ii) preprocess the data in order to transform categorical data into binary data; iii) create groups by hierarchical clustering; iv) select groups to create association rules; v) apply the rules using an association algorithm; vi) validate the association rules. Universidade Estadual de Campinas 2019-01-18 info:eu-repo/semantics/article info:eu-repo/semantics/publishedVersion Artigo de convidado application/pdf https://econtents.sbu.unicamp.br/eventos/index.php/pibic/article/view/662 10.20396/revpibic262018662 Revista dos Trabalhos de Iniciação Científica da UNICAMP; n. 26 (2018): Congresso de Iniciação Científica Unicamp 2596-1969 eng https://econtents.sbu.unicamp.br/eventos/index.php/pibic/article/view/662/655 Copyright (c) 2019 Jéssica de Farias Pereira, Ana Estela Antunes da Silva http://creativecommons.org/licenses/by/4.0 |
| spellingShingle | Pereira, Jéssica de Farias Silva, Ana Estela Antunes da Association rules Hierarchical clustering Solar flares. Association rules for solar flare attributes through hierarchical clustering |
| title | Association rules for solar flare attributes through hierarchical clustering |
| title_full | Association rules for solar flare attributes through hierarchical clustering |
| title_fullStr | Association rules for solar flare attributes through hierarchical clustering |
| title_full_unstemmed | Association rules for solar flare attributes through hierarchical clustering |
| title_short | Association rules for solar flare attributes through hierarchical clustering |
| title_sort | association rules for solar flare attributes through hierarchical clustering |
| topic | Association rules Hierarchical clustering Solar flares. |
| url | https://econtents.sbu.unicamp.br/eventos/index.php/pibic/article/view/662 |
| work_keys_str_mv | AT pereirajessicadefarias associationrulesforsolarflareattributesthroughhierarchicalclustering AT silvaanaestelaantunesda associationrulesforsolarflareattributesthroughhierarchicalclustering |
