• Title of article

    Clustering by analytic functions

  • Author/Authors

    Mikko I. Malinen، نويسنده , , Pasi Fr?nti، نويسنده ,

  • Issue Information
    روزنامه با شماره پیاپی سال 2012
  • Pages
    8
  • From page
    31
  • To page
    38
  • Abstract
    Data clustering is a combinatorial optimization problem. This article shows that clustering is also an optimization problem for an analytic function. The mean squared error, or in this case, the squared error can expressed as an analytic function. With an analytic function we benefit from the existence of standard optimization methods: the gradient of this function is calculated and the descent method is used to minimize the function.
  • Keywords
    Clustering , Analytic Function , k-means , Mean squared error
  • Journal title
    Information Sciences
  • Serial Year
    2012
  • Journal title
    Information Sciences
  • Record number

    1215246