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inria-00321517, version 1

A k-segments algorithm for finding principal curves

Jakob Verbeek () a1, Nikos Vlassis () b1, Ben Krose () a1

N° IAS-UVA-00-11 (2000)

Abstract: We propose an incremental method to find principal curves. Line segments are fitted and connected to form polygonal lines. New segments are inserted until a performance criterion is met. Experimental results illustrate the performance of the method compared to other existing approaches.

  • Icone de VVK00.png
  • Domain : Computer Science/Learning
  • Keywords : dimension reduction – feature extraction – polygonal line – principal curve – self-organization – unsupervised learning
  • Internal note : IAS-UVA-00-11
  • Comment : University of Amsterdam
 
  • inria-00321517, version 1
  • oai:hal.inria.fr:inria-00321517
  • From: 
  • Submitted on: Wednesday, 16 February 2011 17:02:29
  • Updated on: Friday, 18 February 2011 14:08:09
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