SVM-Support Vector Machines

SVM Support Vector Machines Ticiano A. C. Bragatto [email_address]

Sumário ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

Vladimir Naumovich Vapnik ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

Histórico ,[object Object],[object Object],[object Object]

Conceito ,[object Object],[object Object],[object Object],[object Object],[object Object]

Classificação(Vapnik 1963) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

Regressão(Vapnick - 1997) ,[object Object],[object Object]

Kernel Trick ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

Aumento de Dimensões ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

Espaços: Entrada versus característica

Classificadores Lineares ,[object Object],[object Object]

Classificadores Lineares ,[object Object]

Classificadores Lineares Margem Máxima ,[object Object],[object Object],[object Object],[object Object],[object Object]

Problemas Primal e Dual ,[object Object],[object Object],[object Object],[object Object]

Aplicações ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

Conclusão: Otimização RNA versus SVM ,[object Object],[object Object],[object Object],[object Object]

Como programar: ,[object Object],[object Object],[object Object],[object Object],[object Object]

SVM-Support Vector Machines

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