Scholarship 17/03362-1 - Erupção solar, Mineração de dados - BV FAPESP
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Exploratory study of association rules to analyse solar flare atributes through aglomerative hierarchical clustering

Grant number: 17/03362-1
Support Opportunities:Scholarships in Brazil - Scientific Initiation
Start date until: May 01, 2017
End date until: February 28, 2018
Field of knowledge:Physical Sciences and Mathematics - Computer Science - Computer Systems
Principal Investigator:Ana Estela Antunes da Silva
Grantee:Jéssica de Farias Pereira
Host Institution: Faculdade de Tecnologia (FT). Universidade Estadual de Campinas (UNICAMP). Limeira , SP, Brazil

Abstract

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. Both the data used in the clustering and the construction of the rules, will be data, which are involved in the prediction of solar explosions in some way. For this, it will be necessary to: 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 association rules. (AU)

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