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inria-00321497, version 1

A k-segments algorithm for finding principal curves

Jakob Verbeek () 1, Nikos Vlassis () 1, Ben Krose 1

Pattern Recognition Letters 23, 8 (2002) 1009--1017

Abstract: We propose an incremental method to find principal curves. Line segments are fitted and connected to form polygonal lines (PLs). 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 VVK02.png
  • Domain : Computer Science/Learning
  • Keywords : Dimension reduction – Feature extraction – Polygonal line – Principal curve – Unsupervised learning
 
  • inria-00321497, version 1
  • oai:hal.inria.fr:inria-00321497
  • From: 
  • Submitted on: Wednesday, 16 February 2011 16:47:38
  • Updated on: Friday, 18 February 2011 14:08:29
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