• Title of article

    Genetic nearest feature plane

  • Author/Authors

    Nanni، نويسنده , , Loris and Lumini، نويسنده , , Alessandra، نويسنده ,

  • Issue Information
    روزنامه با شماره پیاپی سال 2009
  • Pages
    6
  • From page
    838
  • To page
    843
  • Abstract
    The problem addressed in this paper concerns the complexity reduction of the nearest feature plane classifier, so that it may be applied also in dataset where the training set contains many patterns. This classifier considers, to classify a test pattern, the subspaces created by each combination of three training patterns. The main problem is that in dataset of high cardinality this method is unfeasible. tic algorithm is here used for dividing the training patterns in several clusters which centroids are used to build the feature planes used to classify the test set. rformance improvement with respect to other nearest neighbor based classifiers is validated through experiments with several benchmark datasets.
  • Keywords
    Nearest feature plane classifier , genetic algorithm , Clustering
  • Journal title
    Expert Systems with Applications
  • Serial Year
    2009
  • Journal title
    Expert Systems with Applications
  • Record number

    2345019