Martins, Allan de MedeirosRêgo, Joilson Batista de Almeida2016-02-182016-02-182014-08-08RÊGO, Joilson Batista de Almeida. Extensões multidimensionais para correntropia e suas aplicações em estimativas robustas. 2014. 90f. Tese (Doutorado em Engenharia Elétrica e de Computação) - Centro de Tecnologia, Universidade Federal do Rio Grande do Norte, Natal, 2014.https://repositorio.ufrn.br/jspui/handle/123456789/19804This present work uses a generalized similarity measure called correntropy to develop a new method to estimate a linear relation between variables given their samples. Towards this goal, the concept of correntropy is extended from two variables to any two vectors (even with different dimensions) using a statistical framework. With this multidimensionals extensions of Correntropy the regression problem can be formulated in a different manner by seeking the hyperplane that has maximum probability density with the target data. Experiments show that the new algorithm has a nice fixed point update for the parameters and robust performs in the presence of outlier noise.porAcesso AbertoFunção densidade de probabilidade - pdfEntropiaPotencial de informaçãoCorrentropiadoctoralThesisCNPQ::ENGENHARIAS::ENGENHARIA ELETRICA