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A k-segments algorithm for finding principal curves

delete2002-06-01
delete96
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OA
AI
V
Verbeek, JJ *
N
Nikos Vlassis
B
Ben Kröse
DOI:10.1016/S0167-8655(02)00032-6delete
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Abstract

Abstract

En 中文
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. (C) 2002 Elsevier Science B.V. All rights reserved.
Keywords:
dimension reduction
feature extraction
polygonal line
principal curve
unsupervised learning
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Journal

Pattern Recognition Letters cover
Pattern Recognition Letters
IF:
3.3
Papers:
7.8K
Citations:
1.6W

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