@InProceedings{SarmentoErthDutr:2013:ReCoDa,
               author = "Sarmento, Peterson Lima and Erthal, Guaraci Jos{\'e} and Dutra, 
                         Luciano Vieira",
          affiliation = "{Instituto Nacional de Pesquisas Espaciais (INPE)} and {Instituto 
                         Nacional de Pesquisas Espaciais (INPE)} and {Instituto Nacional de 
                         Pesquisas Espaciais (INPE)}",
                title = "Redu{\c{c}}{\~a}o do conjunto de dados de treinamento para 
                         melhorar a efici{\^e}ncia do classificador SVM",
            booktitle = "Anais...",
                 year = "2013",
         organization = "Workshop dos Cursos de Computa{\c{c}}{\~a}o Aplicada do INPE, 
                         13. (WORCAP)",
            publisher = "INPE",
              address = "S{\~a}o Jos{\'e} dos Campos",
             abstract = "The Support Vector Machine classifier (SVM), a classifier that 
                         basically uses training data near the decision boundary is often 
                         used due to its good performance. A disadvantage of this method is 
                         the increase training time of the classifier as the training set 
                         size increases. The purpose of this paper is to apply techniques 
                         to reduce the training set size preserving the classification 
                         accuracy. The techniques used are editing, multiediting and 
                         condensing of data, already applied in data reduction for 
                         k-nearest neighbor method (k-NN), which is also a classifier that 
                         operates on the data near the border separating classes. It is 
                         expected that accuracy with reduced data sets and there is gain in 
                         time to estimate the classifier parameters.",
  conference-location = "S{\~a}o Jos{\'e} dos Campos",
      conference-year = "13-14 nov. 2013",
                label = "lattes: 4896052217878979 1 SantosSantVija:2013:AlTrUM",
             language = "pt",
                  ibi = "8JMKD3MGP3W/49N6542",
                  url = "http://urlib.net/ibi/8JMKD3MGP3W/49N6542",
           targetfile = "Sarmento_reducao.pdf",
                  url = "http://www.lac.inpe.br/worcap2013/programacao.php",
        urlaccessdate = "08 maio 2024"
}