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PPgSI-modeloQualiDissertacaoLatex.toc
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PPgSI-modeloQualiDissertacaoLatex.toc
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\contentsline {chapter}{\chapternumberline {1}Introdu\IeC {\c c}\IeC {\~a}o}{15}{chapter.1}
\contentsline {section}{\numberline {1.1}Defini\IeC {\c c}\IeC {\~a}o do problema}{18}{section.1.1}
\contentsline {section}{\numberline {1.2}Hip\IeC {\'o}tese}{19}{section.1.2}
\contentsline {section}{\numberline {1.3}Objetivos}{20}{section.1.3}
\contentsline {section}{\numberline {1.4}M\IeC {\'e}todo}{20}{section.1.4}
\contentsline {section}{\numberline {1.5}Organiza\IeC {\c c}\IeC {\~a}o do documento}{22}{section.1.5}
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\contentsline {chapter}{\chapternumberline {2}Conceitos Fundamentais}{23}{chapter.2}
\contentsline {section}{\numberline {2.1}Teoria de Matrizes e \IeC {\'A}lgebra Linear}{23}{section.2.1}
\contentsline {subsection}{\numberline {2.1.1}Norma em matrizes}{25}{subsection.2.1.1}
\contentsline {subsection}{\numberline {2.1.2}C\IeC {\'a}lculo em matrizes}{25}{subsection.2.1.2}
\contentsline {section}{\numberline {2.2}Agrupamento}{26}{section.2.2}
\contentsline {subsection}{\numberline {2.2.1}Algoritmos para Agrupamento}{27}{subsection.2.2.1}
\contentsline {subsection}{\numberline {2.2.2}Valida\IeC {\c c}\IeC {\~a}o de Agrupamento}{31}{subsection.2.2.2}
\contentsline {section}{\numberline {2.3}Coagrupamento}{34}{section.2.3}
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\contentsline {chapter}{\chapternumberline {3}Fatora\IeC {\c c}\IeC {\~a}o de matrizes n\IeC {\~a}o-negativas para coagrupamento}{38}{chapter.3}
\contentsline {section}{\numberline {3.1}Decomposi\IeC {\c c}\IeC {\~a}o de Valores em Blocos para Coagrupamento}{40}{section.3.1}
\contentsline {section}{\numberline {3.2}Fatora\IeC {\c c}\IeC {\~a}o Ortogonal Tripla de Matrizes N\IeC {\~a}o-negativas}{44}{section.3.2}
\contentsline {section}{\numberline {3.3}Fatora\IeC {\c c}\IeC {\~a}o Tripla R\IeC {\'a}pida de Matrizes N\IeC {\~a}o-negativas}{48}{section.3.3}
\contentsline {section}{\numberline {3.4}Considera\IeC {\c c}\IeC {\~o}es finais}{52}{section.3.4}
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\contentsline {chapter}{\chapternumberline {4}Fatora\IeC {\c c}\IeC {\~a}o de matrizes n\IeC {\~a}o-negativas para coagrupamento com sobreposi\IeC {\c c}\IeC {\~a}o de colunas}{54}{chapter.4}
\contentsline {section}{\numberline {4.1}Fatora\IeC {\c c}\IeC {\~a}o Tripla de Matrizes N\IeC {\~a}o-negativas com Sobreposi\IeC {\c c}\IeC {\~a}o}{58}{section.4.1}
\contentsline {section}{\numberline {4.2}Fatora\IeC {\c c}\IeC {\~a}o Bin\IeC {\'a}ria Tripla de Matrizes N\IeC {\~a}o-negativas com Sobreposi\IeC {\c c}\IeC {\~a}o}{63}{section.4.2}
\contentsline {section}{\numberline {4.3}Considera\IeC {\c c}\IeC {\~o}es Finais}{66}{section.4.3}
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\contentsline {chapter}{\chapternumberline {5}Experimentos e Resultados}{68}{chapter.5}
\contentsline {section}{\numberline {5.1}Experimentos com bases de dados sint\IeC {\'e}ticas}{69}{section.5.1}
\contentsline {subsection}{\numberline {5.1.1}An\IeC {\'a}lise da reconstru\IeC {\c c}\IeC {\~a}o}{72}{subsection.5.1.1}
\contentsline {subsection}{\numberline {5.1.2}Reconstru\IeC {\c c}\IeC {\~a}o a partir dos resultados do algoritmo \textit {k-means}}{72}{subsection.5.1.2}
\contentsline {subsection}{\numberline {5.1.3}Reconstru\IeC {\c c}\IeC {\~a}o a partir dos resultados do algoritmo \textit {fuzzy k-means}}{74}{subsection.5.1.3}
\contentsline {subsection}{\numberline {5.1.4}Reconstru\IeC {\c c}\IeC {\~a}o a partir dos resultados do algoritmo \textit {ONMTF}}{76}{subsection.5.1.4}
\contentsline {subsection}{\numberline {5.1.5}Reconstru\IeC {\c c}\IeC {\~a}o a partir dos resultados do algoritmo \textit {FNMTF}}{77}{subsection.5.1.5}
\contentsline {subsection}{\numberline {5.1.6}Reconstru\IeC {\c c}\IeC {\~a}o a partir dos resultados do algoritmo \textit {OvNMTF}}{79}{subsection.5.1.6}
\contentsline {subsection}{\numberline {5.1.7}Reconstru\IeC {\c c}\IeC {\~a}o a partir dos resultados do algoritmo \textit {Bin\discretionary {-}{}{}OvNMTF}}{80}{subsection.5.1.7}
\contentsline {subsection}{\numberline {5.1.8}An\IeC {\'a}lise da capacidade de quantiza\IeC {\c c}\IeC {\~a}o}{82}{subsection.5.1.8}
\contentsline {section}{\numberline {5.2}Experimentos com Bases de Dados Reais}{83}{section.5.2}
\contentsline {subsection}{\numberline {5.2.1}Descri\IeC {\c c}\IeC {\~a}o das bases de dados}{83}{subsection.5.2.1}
\contentsline {subsection}{\numberline {5.2.2}Pr\IeC {\'e}-processamento}{86}{subsection.5.2.2}
\contentsline {subsection}{\numberline {5.2.3}An\IeC {\'a}lises quantitativas}{88}{subsection.5.2.3}
\contentsline {subsubsection}{\numberline {5.2.3.1}Configura\IeC {\c c}\IeC {\~a}o dos experimentos}{89}{subsubsection.5.2.3.1}
\contentsline {subsubsection}{\numberline {5.2.3.2}Resultados}{91}{subsubsection.5.2.3.2}
\contentsline {subsection}{\numberline {5.2.4}An\IeC {\'a}lises qualitativas}{104}{subsection.5.2.4}
\contentsline {subsubsection}{\numberline {5.2.4.1}An\IeC {\'a}lise de dados utilizando \textit {ONMTF}}{105}{subsubsection.5.2.4.1}
\contentsline {subsubsection}{\numberline {5.2.4.2}An\IeC {\'a}lise de dados utilizando \textit {OvNMTF}}{110}{subsubsection.5.2.4.2}
\contentsline {section}{\numberline {5.3}Considera\IeC {\c c}\IeC {\~o}es finais}{114}{section.5.3}
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\contentsline {chapter}{\chapternumberline {6}Conclus\IeC {\~a}o}{116}{chapter.6}
\contentsline {section}{\numberline {6.1}Contribui\IeC {\c c}\IeC {\~o}es}{117}{section.6.1}
\contentsline {section}{\numberline {6.2}Trabalhos futuros}{119}{section.6.2}
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\contentsline {chapter}{Refer\^encias\footnote {De acordo com a Associa\c {c}\~ao Brasileira de Normas T\'ecnicas. NBR 6023.}}{120}{section*.71}