Title :
Differential Evolutionary CLARANS on Manifold
Author :
Liu, Xiyu ; Ma, Yinghong
Author_Institution :
Sch. of Manage. & Econ., Shandong Normal Univ., Jinan, China
fDate :
March 31 2009-April 2 2009
Abstract :
The purpose of this paper is to propose new clustering technique on manifolds. This is achieved mainly with the help of tangent spaces that are determined by manifold learning. We embed a new searching algorithm based on differential evolution (DE). We present a simple convergence analysis with a design of experimental framework.
Keywords :
convergence; evolutionary computation; learning (artificial intelligence); pattern clustering; search problems; clustering technique; convergence analysis; differential evolutionary Clarans model; manifold learning; search algorithm; tangent space; Clustering algorithms; Computer science; Convergence; Data analysis; Data mining; Engineering management; Jacobian matrices; Manifolds; Partitioning algorithms; Principal component analysis; Cluster analysis; Differential Evolution; data mining; manifold; tangent space;
Conference_Titel :
Computer Science and Information Engineering, 2009 WRI World Congress on
Conference_Location :
Los Angeles, CA
Print_ISBN :
978-0-7695-3507-4
DOI :
10.1109/CSIE.2009.11
